library(readr)
attr <- read_csv("/Users/meet/Desktop/Attrition Data copy.csv")
## Rows: 1470 Columns: 14
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (4): Department, MaritalStatus, EducationField, Attrition
## dbl (10): Sr.no, Education, DistanceFromHome, EnvironmentSatisfaction, JobSa...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
str(attr)
## spc_tbl_ [1,470 × 14] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ Sr.no : num [1:1470] 1 2 3 4 5 6 7 8 9 10 ...
## $ Department : chr [1:1470] "Sales" "Research & Development" "Research & Development" "Research & Development" ...
## $ MaritalStatus : chr [1:1470] "Single" "Married" "Single" "Married" ...
## $ EducationField : chr [1:1470] "Life Sciences" "Life Sciences" "Other" "Life Sciences" ...
## $ Attrition : chr [1:1470] "Yes" "No" "Yes" "No" ...
## $ Education : num [1:1470] 2 1 2 4 1 2 3 1 3 3 ...
## $ DistanceFromHome : num [1:1470] 1 8 2 3 2 2 3 24 23 27 ...
## $ EnvironmentSatisfaction: num [1:1470] 2 3 4 4 1 4 3 4 4 3 ...
## $ JobSatisfaction : num [1:1470] 4 2 3 3 2 4 1 3 3 3 ...
## $ Age : num [1:1470] 41 49 37 33 27 32 59 30 38 36 ...
## $ MonthlyIncome : num [1:1470] 5993 5130 2090 2909 3468 ...
## $ NumCompaniesWorked : num [1:1470] 8 1 6 1 9 0 4 1 0 6 ...
## $ WorkLifeBalance : num [1:1470] 1 3 3 3 3 2 2 3 3 2 ...
## $ YearsAtCompany : num [1:1470] 6 10 0 8 2 7 1 1 9 7 ...
## - attr(*, "spec")=
## .. cols(
## .. Sr.no = col_double(),
## .. Department = col_character(),
## .. MaritalStatus = col_character(),
## .. EducationField = col_character(),
## .. Attrition = col_character(),
## .. Education = col_double(),
## .. DistanceFromHome = col_double(),
## .. EnvironmentSatisfaction = col_double(),
## .. JobSatisfaction = col_double(),
## .. Age = col_double(),
## .. MonthlyIncome = col_double(),
## .. NumCompaniesWorked = col_double(),
## .. WorkLifeBalance = col_double(),
## .. YearsAtCompany = col_double()
## .. )
## - attr(*, "problems")=<externalptr>
fit <- lm(MonthlyIncome~Education+WorkLifeBalance+Age+YearsAtCompany+NumCompaniesWorked, data=attr)
#show the results
summary(fit)
##
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age +
## YearsAtCompany + NumCompaniesWorked, data = attr)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9983.6 -2283.2 -437.4 1528.0 13197.9
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3150.05 582.72 -5.406 7.52e-08 ***
## Education -83.09 95.35 -0.871 0.3837
## WorkLifeBalance 226.24 134.92 1.677 0.0938 .
## Age 176.04 11.90 14.788 < 2e-16 ***
## YearsAtCompany 323.19 16.83 19.198 < 2e-16 ***
## NumCompaniesWorked 187.59 41.22 4.551 5.77e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared: 0.4006, Adjusted R-squared: 0.3985
## F-statistic: 195.7 on 5 and 1464 DF, p-value: < 2.2e-16
#Summary has three sections. Section1: How well does the model fit the data (before Coefficients). Section2: Is the hypothesis supported? (until sifnif codes). Section3: How well does data fit the model (again).
#R-square of this model is 0.4006, which is not closer to 1. So we can say that this model is not a perfect fit.
#Also the significance level is 95% for this model, i.e alpha = 0.05. Here the p-value<alpha. Hence, it is insignificant
#Data fits moderately in the model.
# Useful Helper Functions
coefficients(fit)
## (Intercept) Education WorkLifeBalance Age
## -3150.04574 -83.09104 226.24125 176.04196
## YearsAtCompany NumCompaniesWorked
## 323.18851 187.58911
library(GGally)
## Loading required package: ggplot2
## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2
ggpairs(data=attr, title="Attrition Data")
## Warning in geom_point(): All aesthetics have length 1, but the data has 196 rows.
## ℹ Did you mean to use `annotate()`?
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
confint(fit,level=0.95)
## 2.5 % 97.5 %
## (Intercept) -4293.09969 -2006.9918
## Education -270.13552 103.9534
## WorkLifeBalance -38.41067 490.8932
## Age 152.69124 199.3927
## YearsAtCompany 290.16543 356.2116
## NumCompaniesWorked 106.74175 268.4365
fitted(fit)
## 1 2 3 4 5 6 7
## 7567.5778 9491.1172 5001.5831 5778.7957 4533.3989 5031.9170 8513.1842
## 8 9 10 11 12 13 14
## 3237.6234 6877.6960 6778.5285 5056.8160 5376.4094 4480.1781 3994.2996
## 15 16 17 18 19 20 21
## 4439.2794 5721.0049 4708.7285 1519.9554 14981.4287 5876.5105 2654.0158
## 22 23 24 25 26 27 28
## 6462.8907 7060.0026 1246.9662 5098.9459 11658.3831 6498.4039 7498.7728
## 29 30 31 32 33 34 35
## 12615.0747 6277.1471 4162.3345 6836.3336 6063.2290 5257.2384 2299.7259
## 36 37 38 39 40 41 42
## 6509.5906 7321.7486 4274.8396 5771.5562 5079.9103 4034.7421 2460.2244
## 43 44 45 46 47 48 49
## 2141.0322 5128.8235 6709.6060 11794.8616 6090.4371 4949.5934 8953.2971
## 50 51 52 53 54 55 56
## 4117.8332 7824.0005 2733.2136 6863.5274 5191.8968 3589.7554 8207.2974
## 57 58 59 60 61 62 63
## 6144.7359 4566.9268 5252.4603 6386.0163 6009.0333 7222.2915 15602.3881
## 64 65 66 67 68 69 70
## 15539.7218 9298.7093 8952.8335 5743.6356 5899.6598 4934.5542 3713.8627
## 71 72 73 74 75 76 77
## 10211.6992 4000.5643 3164.3922 6332.2218 4502.8713 6396.2773 8205.6101
## 78 79 80 81 82 83 84
## 6094.7997 6302.4066 8253.8930 5920.0787 5567.5937 7930.7596 9483.5738
## 85 86 87 88 89 90 91
## 5151.4542 9601.0009 2057.3194 8029.9752 6303.3264 8556.7118 11309.4874
## 92 93 94 95 96 97 98
## 8953.8564 6160.1762 8758.1571 6572.3193 9231.1532 2330.8272 4238.3527
## 99 100 101 102 103 104 105
## 19138.4812 6971.4144 5429.7883 3589.7073 1311.0217 8540.3458 5363.4238
## 106 107 108 109 110 111 112
## 10240.6570 9003.5371 3807.1741 2680.6021 1339.9171 10712.4305 6361.1172
## 113 114 115 116 117 118 119
## 8776.7915 3286.5366 4630.4637 5784.0782 7195.0834 6608.7031 4961.1406
## 120 121 122 123 124 125 126
## 13425.8434 5753.8967 5660.4414 10358.9082 14034.4389 5440.0494 3433.7863
## 127 128 129 130 131 132 133
## 20295.6359 751.7321 1964.8871 10631.5454 6569.1311 7478.2363 3945.8500
## 134 135 136 137 138 139 140
## 8134.7713 4795.7751 5795.1067 7842.3861 9886.3757 2702.0091 5663.2548
## 141 142 143 144 145 146 147
## 6068.0552 7852.1285 5335.1501 4137.9541 5807.5880 4468.1748 4342.7883
## 148 149 150 151 152 153 154
## 7283.5600 6405.1550 1301.1618 10972.4426 6694.1656 8877.7351 11743.7282
## 155 156 157 158 159 160 161
## 6009.0333 5970.2780 6872.8205 8337.1423 9203.1369 5600.0292 2152.4762
## 162 163 164 165 166 167 168
## 3351.9670 3559.6289 9123.1150 2317.0742 8260.2128 8156.1783 6167.7270
## 169 170 171 172 173 174 175
## 7448.0141 4925.2754 3422.2391 1016.6255 6809.6298 6626.5149 7876.9244
## 176 177 178 179 180 181 182
## 8534.4881 4284.5963 908.7385 13404.5395 4886.0565 5696.3547 4692.6663
## 183 184 185 186 187 188 189
## 5834.3182 7200.0054 8173.0630 5861.8868 11138.6247 16135.8588 6624.2466
## 190 191 192 193 194 195 196
## 9082.6318 17015.7166 4256.2052 4409.9204 7441.7494 13436.4564 6339.8134
## 197 198 199 200 201 202 203
## 6317.9501 6747.3790 5897.3988 6341.6038 3783.0425 8272.2786 5211.5134
## 204 205 206 207 208 209 210
## 8393.4481 5771.4937 5577.8547 2406.4299 6556.1947 6360.2862 7900.1218
## 211 212 213 214 215 216 217
## 7315.6436 6469.5085 4482.4465 9891.8020 5114.5518 5383.0811 5128.4080
## 218 219 220 221 222 223 224
## 4097.5115 12467.4095 9099.9800 9628.4113 5100.7987 7212.4316 8913.7743
## 225 226 227 228 229 230 231
## 4269.5572 8551.8364 7368.9194 6293.4666 7086.5890 3804.9057 8166.8464
## 232 233 234 235 236 237 238
## 12053.9946 9669.8202 8597.2575 5190.1952 11281.3594 7619.9423 17429.5470
## 239 240 241 242 243 244 245
## 4663.7709 3429.8306 6344.6396 3799.2221 5052.3418 7500.4600 12957.8174
## 246 247 248 249 250 251 252
## 4988.2936 3613.4234 7862.3488 4994.5510 6838.1240 5241.6806 10202.5320
## 253 254 255 256 257 258 259
## 4511.3419 6288.5911 3812.4565 2973.2079 7581.8638 11191.1331 6542.0812
## 260 261 262 263 264 265 266
## 4661.9805 4263.7968 7200.3658 5768.4172 7976.1807 2048.1844 2759.7999
## 267 268 269 270 271 272 273
## 5645.4022 3890.2651 11748.1544 8464.7431 18596.4991 8663.5189 3785.8702
## 274 275 276 277 278 279 280
## 6302.4066 2442.7730 5700.9871 6790.0756 6825.1876 3530.7335 9816.0962
## 281 282 283 284 285 286 287
## 8479.0064 11490.7086 5660.9457 10839.4562 3743.1186 9474.7512 5458.7245
## 288 289 290 291 292 293 294
## 6220.5874 3118.1486 4095.2025 8480.2374 6952.7800 3344.4305 4546.5020
## 295 296 297 298 299 300 301
## 5047.0593 12301.1243 635.7493 6769.7059 4607.3694 8488.2444 11711.7706
## 302 303 304 305 306 307 308
## 635.7493 4877.1789 5846.3289 9736.1933 7755.6448 7075.5461 7846.7429
## 309 310 311 312 313 314 315
## 9397.8683 4269.5572 3945.8500 13145.4065 2847.5091 7363.1183 11285.7713
## 316 317 318 319 320 321 322
## 7351.6262 9563.9953 9084.9408 3286.6397 7384.8784 3836.0695 5749.3817
## 323 324 325 326 327 328 329
## 6178.8587 3806.7586 6063.2290 6239.2709 11202.6802 5075.4361 5687.6352
## 330 331 332 333 334 335 336
## 7107.1169 8088.6451 3814.6624 8331.8598 6446.8693 10038.3892 5845.8653
## 337 338 339 340 341 342 343
## 4525.1981 3188.0052 5980.1379 4722.5440 6902.0621 7607.1640 6170.0361
## 344 345 346 347 348 349 350
## 5000.7125 8528.7986 2748.6540 7238.6025 6282.3264 5205.3518 3638.7236
## 351 352 353 354 355 356 357
## 5808.9148 5685.8448 6005.8859 6805.6334 4829.4968 4629.5931 5476.0320
## 358 359 360 361 362 363 364
## 2299.6228 4524.2783 8485.6315 8575.4493 7063.0792 1990.2905 3599.5672
## 365 366 367 368 369 370 371
## 6534.4346 6218.8520 7270.2224 8499.7916 6718.4836 3299.9916 1487.0637
## 372 373 374 375 376 377 378
## 5042.4893 5369.2730 3919.1605 4575.3974 9022.1164 9127.0707 5013.6489
## 379 380 381 382 383 384 385
## 6155.2457 8952.8335 3451.0938 3237.6234 3961.8090 1986.2941 7119.4807
## 386 387 388 389 390 391 392
## 4572.1542 9571.6985 7333.2407 6768.7861 4181.9918 13116.5111 5769.8065
## 393 394 395 396 397 398 399
## 8685.6310 5839.6080 6756.3539 7131.8985 7132.4171 3567.0766 8390.9933
## 400 401 402 403 404 405 406
## 4300.1398 11285.7713 10862.1350 4176.6062 7916.5995 5711.1450 3264.7765
## 407 408 409 410 411 412 413
## 8424.7076 6267.2872 8055.3161 6747.3790 4551.7845 17699.8524 8758.1571
## 414 415 416 417 418 419 420
## 6755.4485 3474.1257 3768.0583 4562.8680 10701.7625 2561.1680 4474.4802
## 421 422 423 424 425 426 427
## 5721.0049 4029.0035 1444.3120 5386.2692 7973.5112 14724.5017 5889.4961
## 428 429 430 431 432 433 434
## 14635.9134 8190.3562 7019.9527 5056.8160 8338.8920 6006.8274 6722.0788
## 435 436 437 438 439 440 441
## 7518.1687 7056.6563 5860.8495 3696.4113 6776.7380 3622.6615 5922.6991
## 442 443 444 445 446 447 448
## 6152.9917 6727.0574 2902.8327 8847.1117 10590.1830 10417.9792 8684.2491
## 449 450 451 452 453 454 455
## 12097.9773 7084.3206 5818.6165 7866.4002 8013.0424 3809.4831 4330.7850
## 456 457 458 459 460 461 462
## 5612.0950 5814.7090 635.7493 5207.0391 7374.7205 2877.5325 5244.4052
## 463 464 465 466 467 468 469
## 6601.2147 1914.7910 6708.6862 6901.5985 11461.4602 6806.1521 10311.3303
## 470 471 472 473 474 475 476
## 5623.1235 2150.7889 4854.9552 6548.2909 16028.8029 3631.1321 3969.3598
## 477 478 479 480 481 482 483
## 2098.2806 16611.1244 4296.5447 3631.1321 3214.5915 5474.6427 3545.8759
## 484 485 486 487 488 489 490
## 5243.8865 5892.5319 3339.1481 5286.6381 1537.2630 8009.5504 5613.4218
## 491 492 493 494 495 496 497
## 4471.7075 7831.3025 7476.5347 6565.1348 6037.9287 3491.4739 2299.6228
## 498 499 500 501 502 503 504
## 6565.1348 1964.8871 4621.6411 4730.1355 3071.4413 12839.8151 6291.8824
## 505 506 507 508 509 510 511
## 5816.5688 3013.6505 7212.4316 4368.1917 9039.5763 7400.5251 10212.6958
## 512 513 514 515 516 517 518
## 5044.7502 3242.2008 1477.2038 6508.2638 3951.6511 2899.3550 2650.0194
## 519 520 521 522 523 524 525
## 6148.2279 5721.0049 7104.7454 4325.4401 4762.0043 12899.0443 6264.1700
## 526 527 528 529 530 531 532
## 3922.1820 10713.3096 6105.9806 8020.1153 6568.3637 5211.9146 5820.9256
## 533 534 535 536 537 538 539
## 8107.7838 10993.3310 8788.3387 11537.5190 9905.9214 4985.6733 11794.8616
## 540 541 542 543 544 545 546
## 7957.9126 5867.1142 7890.7256 5268.7856 7016.3719 14125.5850 6066.8722
## 547 548 549 550 551 552 553
## 2895.3993 6445.0789 6058.3535 5526.6325 3201.1365 7966.3689 11456.5223
## 554 555 556 557 558 559 560
## 5553.7782 5343.0878 3218.5879 7631.1840 4282.3904 6249.1308 4799.0580
## 561 562 563 564 565 566 567
## 3661.4168 17752.7355 6198.9315 3747.1149 7869.8922 2328.5182 8002.7670
## 568 569 570 571 572 573 574
## 5391.5517 9515.6008 6953.2986 7643.2498 3148.7312 5494.2450 4048.5433
## 575 576 577 578 579 580 581
## 4849.6728 10006.8242 3491.4739 5348.8408 9859.2707 5308.4607 4288.6958
## 582 583 584 585 586 587 588
## 3769.8080 7177.2715 5255.4337 12391.0393 1515.9591 2015.1895 9467.1512
## 589 590 591 592 593 594 595
## 8312.2025 2978.4904 7516.4815 4996.3007 14000.7172 6525.6120 5887.1870
## 596 597 598 599 600 601 602
## 18738.7152 4566.9268 7737.3143 3671.1592 5983.2145 7624.9759 5686.7154
## 603 604 605 606 607 608 609
## 3272.3680 5712.0707 7543.2117 5410.6904 4985.2721 9227.9879 10560.7066
## 610 611 612 613 614 615 616
## 7350.5889 5295.0056 6815.3902 4898.5859 3865.0056 4712.6841 1993.8857
## 617 618 619 620 621 622 623
## 12787.1610 8103.2544 4226.2726 6185.0753 5507.5345 9478.7476 4594.5361
## 624 625 626 627 628 629 630
## 5555.5760 9621.7861 7567.5921 5323.4855 9821.9597 4783.4113 4095.2025
## 631 632 633 634 635 636 637
## 2554.8482 6060.6626 6423.6719 5232.8580 3650.1676 9122.6673 6551.0154
## 638 639 640 641 642 643 644
## 3882.3131 3876.4089 7573.3932 3060.2953 6415.3129 4615.3764 6438.0467
## 645 646 647 648 649 650 651
## 5155.5130 4479.7219 8193.9513 8205.0915 6429.9366 11530.3345 6989.2669
## 652 653 654 655 656 657 658
## 7898.7876 7295.5227 16204.8448 7261.6968 5253.6432 2887.9517 4969.0925
## 659 660 661 662 663 664 665
## 7881.4394 3605.8319 9441.2699 6148.9954 1407.9690 1427.0045 8727.8725
## 666 667 668 669 670 671 672
## 6401.1993 2514.3169 7200.4690 3792.9024 5652.0596 2543.3154 3775.6091
## 673 674 675 676 677 678 679
## 7685.3246 4538.0314 9804.1478 5704.9428 6574.0473 14915.5685 6170.4431
## 680 681 682 683 684 685 686
## 5689.8412 5848.1337 9004.4162 5007.8478 2274.3226 4710.1177 4306.4045
## 687 688 689 690 691 692 693
## 10689.6967 7839.2545 1361.2210 1311.0217 5192.9197 6061.8937 5828.9950
## 694 695 696 697 698 699 700
## 9141.7028 4704.7321 8719.9686 8154.4286 3541.7764 5244.4052 9574.3114
## 701 702 703 704 705 706 707
## 8563.3835 13538.7004 6393.4496 5772.5310 7715.2022 6564.3673 5168.3870
## 708 709 710 711 712 713 714
## 12024.6980 6546.5004 3789.3622 6508.2638 3510.1564 4787.3045 7296.9119
## 715 716 717 718 719 720 721
## 9242.5972 5132.4187 10915.9379 4284.1258 8380.6698 8732.7538 4926.9627
## 722 723 724 725 726 727 728
## 10522.5324 4555.3172 9171.4689 3150.9372 4385.6431 4383.2309 718.8403
## 729 730 731 732 733 734 735
## 11518.2687 8490.1465 5003.0216 1311.0217 3530.2292 4712.6841 2572.6120
## 736 737 738 739 740 741 742
## 6750.9742 11807.2794 6352.1280 11285.7713 2919.0123 4371.7869 6431.2227
## 743 744 745 746 747 748 749
## 7155.0478 9844.5904 4684.7000 10026.8971 11637.8552 5709.8097 4086.6768
## 750 751 752 753 754 755 756
## 17129.3904 9466.2806 11898.8961 9215.6182 11119.5892 3675.1074 8982.0893
## 757 758 759 760 761 762 763
## 7103.4667 7803.3269 9798.3875 7244.9222 11832.6347 5026.9865 3951.5961
## 764 765 766 767 768 769 770
## 3692.5181 2885.5395 5095.0527 8732.8569 5422.2375 6544.7507 3826.2096
## 771 772 773 774 775 776 777
## 7628.9230 10736.8110 9128.8754 7749.1313 11575.9564 6110.3432 1634.2102
## 778 779 780 781 782 783 784
## 1260.8224 11965.9731 11320.8822 5484.9038 3743.1186 4273.5535 7999.6905
## 785 786 787 788 789 790 791
## 10049.5219 8543.4223 3023.5104 8660.2276 5583.0965 13260.4144 4808.7115
## 792 793 794 795 796 797 798
## 6026.3816 7394.7383 3545.7727 5143.9034 4408.2331 4522.7859 2141.0322
## 799 800 801 802 803 804 805
## 4485.5230 11866.4055 2719.3574 6561.1792 4058.3551 3744.5078 7411.2074
## 806 807 808 809 810 811 812
## 10153.6188 10249.1276 6471.4164 5314.2067 4891.0351 9984.5466 5688.4027
## 813 814 815 816 817 818 819
## 8935.4302 11275.5583 11198.6839 2202.6755 7223.0446 7464.0763 3383.0827
## 820 821 822 823 824 825 826
## 3538.2219 5327.4962 9856.6012 4466.4251 4420.7001 5746.7122 5744.0368
## 827 828 829 830 831 832 833
## 6645.1493 3365.7344 801.9314 4621.6411 5299.9900 3344.4305 7128.3033
## 834 835 836 837 838 839 840
## 3512.8810 5331.4925 4708.8316 5840.9840 11517.4462 11233.8847 8068.5723
## 841 842 843 844 845 846 847
## 7068.8252 4297.8789 2659.2982 4546.5020 5980.1379 4837.6477 6304.6125
## 848 849 850 851 852 853 854
## 7466.2822 4417.9898 7416.4349 3589.7073 9420.9626 5970.2780 1218.0708
## 855 856 857 858 859 860 861
## 6694.9738 8278.9444 1407.9690 7068.8803 9517.8067 3940.5051 1069.2370
## 862 863 864 865 866 867 868
## 15280.9493 5400.4293 4892.3212 5576.4570 5271.0396 5175.9378 7103.0581
## 869 870 871 872 873 874 875
## 4252.2089 7691.1257 6182.8694 1645.7981 6282.0225 5983.7331 5670.8056
## 876 877 878 879 880 881 882
## 11593.5194 1634.2102 7382.3120 7339.1042 11313.9051 3746.7137 6331.7032
## 883 884 885 886 887 888 889
## 6254.4132 7613.4287 7476.3909 2890.1169 6115.7373 5392.9410 8249.5304
## 890 891 892 893 894 895 896
## 4902.5823 9179.1635 8610.9074 1361.2210 3541.7764 10580.3232 4720.2756
## 897 898 899 900 901 902 903
## 6156.1799 10542.9571 7997.4846 6913.1599 7133.3369 6847.4028 3919.1605
## 904 905 906 907 908 909 910
## 4511.3419 7404.3834 4983.4674 3361.7788 13448.5222 5831.3041 1134.9797
## 911 912 913 914 915 916 917
## 1922.2386 2357.4136 4486.4428 13332.9956 17980.7048 1440.8607 9390.6779
## 918 919 920 921 922 923 924
## 4234.3971 16154.1269 11390.7795 7796.5029 3192.0015 13149.4028 7473.3143
## 925 926 927 928 929 930 931
## 4576.6211 6038.7993 12342.0855 10393.1426 8444.7253 3042.5459 8376.7142
## 932 933 934 935 936 937 938
## 6542.3866 5209.7086 3327.0823 2288.1788 6558.4631 5764.0604 11328.0667
## 939 940 941 942 943 944 945
## 8240.7136 6415.3129 5760.9839 5469.3603 6358.9113 9074.5216 5117.2764
## 946 947 948 949 950 951 952
## 7801.4249 6229.1130 10481.1557 5573.8584 6813.6405 5846.8476 10908.3871
## 953 954 955 956 957 958 959
## 4120.1015 6971.4144 11076.8783 13935.7419 10442.5179 7385.2304 5947.2869
## 960 961 962 963 964 965 966
## 7417.3690 7405.8218 6454.0682 17110.3548 6877.1773 6993.6380 3152.7276
## 967 968 969 970 971 972 973
## 11725.5152 6093.5136 8613.6801 9148.8932 3856.4392 8293.1045 861.9905
## 974 975 976 977 978 979 980
## 6349.5701 4700.6183 13918.4968 14028.6928 5234.5453 9303.4731 6600.6961
## 981 982 983 984 985 986 987
## 4599.2592 4424.2952 5449.3425 8120.2100 4012.1114 5846.8476 6466.9014
## 988 989 990 991 992 993 994
## 7925.4771 6772.7824 7211.3943 6222.6901 3822.2540 6730.0308 2965.1385
## 995 996 997 998 999 1000 1001
## 8281.5574 11048.0860 4159.2580 4722.5440 3315.4320 11136.9374 9202.2578
## 1002 1003 1004 1005 1006 1007 1008
## 5512.8794 4545.5198 3174.1346 4118.8154 5577.8547 7844.0733 5136.3119
## 1009 1010 1011 1012 1013 1014 1015
## 14148.7344 10961.3025 9742.3607 5712.5343 3164.3922 4760.2620 4329.0977
## 1016 1017 1018 1019 1020 1021 1022
## 5412.4401 3473.7245 4040.9037 6727.0574 5027.5051 8579.3906 3295.8778
## 1023 1024 1025 1026 1027 1028 1029
## 5362.6970 8791.8307 12723.0648 3474.1257 4563.4348 5592.4784 5772.6342
## 1030 1031 1032 1033 1034 1035 1036
## 7612.5089 7208.8365 8616.2523 5069.6493 5989.9978 7838.7909 5477.6642
## 1037 1038 1039 1040 1041 1042 1043
## 4056.1348 7147.4563 7126.1524 4015.7066 7771.1402 3824.5223 7203.9610
## 1044 1045 1046 1047 1048 1049 1050
## 10042.4406 6940.8724 5892.0683 6602.5415 4381.5436 8029.0495 4647.6944
## 1051 1052 1053 1054 1055 1056 1057
## 8822.1095 6269.1401 2845.2001 11048.9085 8970.6453 8876.3532 3967.1539
## 1058 1059 1060 1061 1062 1063 1064
## 4486.0273 8255.8094 4117.8332 1653.3489 2098.2806 6549.5145 5804.0960
## 1065 1066 1067 1068 1069 1070 1071
## 4402.8475 7848.1872 6122.3540 7505.8456 3378.5533 2266.8749 3501.3338
## 1072 1073 1074 1075 1076 1077 1078
## 7708.4739 3520.3693 4921.6178 3297.7857 5130.1096 11789.9862 5883.2795
## 1079 1080 1081 1082 1083 1084 1085
## 12278.0299 5541.7748 11305.7399 6731.0537 2787.3061 5964.2196 6684.3058
## 1086 1087 1088 1089 1090 1091 1092
## 4734.1318 16444.9423 6902.9962 5746.7122 7212.4316 5375.8907 4892.3212
## 1093 1094 1095 1096 1097 1098 1099
## 7567.5921 11059.6332 7215.9237 8041.1153 11378.7222 1910.6915 5613.3187
## 1100 1101 1102 1103 1104 1105 1106
## 8537.6763 4973.7250 5820.9256 4839.9160 9732.5489 3607.1037 3574.7713
## 1107 1108 1109 1110 1111 1112 1113
## 5980.1379 6387.8067 4598.0281 4333.0940 3951.6511 17108.6676 6335.2984
## 1114 1115 1116 1117 1118 1119 1120
## 5292.9028 9506.3077 3240.0356 18617.9061 5290.1783 2367.2735 6877.6960
## 1121 1122 1123 1124 1125 1126 1127
## 5539.9844 4982.5476 5970.2780 5536.4923 6782.5391 4903.7652 7155.0478
## 1128 1129 1130 1131 1132 1133 1134
## 2349.9252 5066.1573 6580.1597 6634.1065 5728.5964 6207.7060 7726.2858
## 1135 1136 1137 1138 1139 1140 1141
## 3808.5009 13432.2519 2719.3574 2489.5210 15986.1544 4361.9894 11909.1571
## 1142 1143 1144 1145 1146 1147 1148
## 4461.1426 8454.5852 8620.7673 5582.6810 6191.6920 6278.0262 8692.4143
## 1149 1150 1151 1152 1153 1154 1155
## 6616.3570 4482.4465 8633.2967 3598.2811 1976.4343 945.0816 7648.9959
## 1156 1157 1158 1159 1160 1161 1162
## 7460.0175 10326.0656 8070.0107 5422.2375 6601.2554 8703.8584 6457.0416
## 1163 1164 1165 1166 1167 1168 1169
## 9330.6262 6113.5721 6513.1308 8841.3106 6584.7921 5069.6350 3797.3142
## 1170 1171 1172 1173 1174 1175 1176
## 4315.2271 3474.2288 5724.1222 5688.8663 5253.7464 4296.5447 6511.3403
## 1177 1178 1179 1180 1181 1182 1183
## 7677.8913 11377.9055 1634.2102 7007.4943 5284.8477 11294.6489 4503.3899
## 1184 1185 1186 1187 1188 1189 1190
## 6441.4837 10414.1411 9644.5285 7701.8647 9709.8151 5577.8547 5132.4187
## 1191 1192 1193 1194 1195 1196 1197
## 5595.2030 6073.0888 7075.9531 5449.3425 7565.3862 9241.3255 5789.3606
## 1198 1199 1200 1201 1202 1203 1204
## 1800.3923 5215.5097 5402.6834 6421.9846 3298.0837 5138.9729 8382.0591
## 1205 1206 1207 1208 1209 1210 1211
## 9096.3848 3340.4342 4306.4045 9192.4123 8609.5806 8871.0285 7801.0178
## 1212 1213 1214 1215 1216 1217 1218
## 5610.3453 6684.3058 2485.5246 7798.3483 5199.9662 8268.6834 3307.9436
## 1219 1220 1221 1222 1223 1224 1225
## 7916.5995 5605.7753 8071.8011 13137.3370 2181.3716 13847.3541 3156.8007
## 1226 1227 1228 1229 1230 1231 1232
## 12258.9320 5427.9836 4683.3875 6592.2255 5102.5411 4023.5554 9651.6638
## 1233 1234 1235 1236 1237 1238 1239
## 5995.2802 5920.0787 6654.1158 9133.3354 5035.0559 4121.3733 2199.2242
## 1240 1241 1242 1243 1244 1245 1246
## 4667.7673 7241.3270 4315.7865 10986.2988 7793.8333 5386.2692 2150.7889
## 1247 1248 1249 1250 1251 1252 1253
## 4752.7112 4540.2373 3933.0167 3218.5879 5081.1414 5281.2525 4797.6830
## 1254 1255 1256 1257 1258 1259 1260
## 7918.3348 8227.3210 3237.7265 6515.3367 3351.9813 2895.3993 5385.7506
## 1261 1262 1263 1264 1265 1266 1267
## 5467.1544 4854.9552 6860.6997 7563.5814 8785.6141 6709.1905 6217.5659
## 1268 1269 1270 1271 1272 1273 1274
## 8300.2483 8020.2184 7757.9058 4932.2452 1653.2458 5855.6221 1829.2877
## 1275 1276 1277 1278 1279 1280 1281
## 6719.4659 7279.1001 5679.5801 7253.7448 8808.3014 6685.6326 7256.8705
## 1282 1283 1284 1285 1286 1287 1288
## 6860.3477 7363.1183 4238.3527 6917.1012 7607.5160 6221.0436 5384.8715
## 1289 1290 1291 1292 1293 1294 1295
## 6161.4623 8462.0186 5968.1753 6676.8581 5166.5966 6342.8899 5576.9756
## 1296 1297 1298 1299 1300 1301 1302
## 11999.6958 6511.2853 3555.5294 9345.7204 6687.3823 6767.3968 13184.9699
## 1303 1304 1305 1306 1307 1308 1309
## 5199.9662 14164.2372 6958.5811 9489.0145 3998.3584 3365.7344 5327.5993
## 1310 1311 1312 1313 1314 1315 1316
## 3660.0275 8428.3028 183.2668 2893.7121 3781.3552 8680.3078 4607.3694
## 1317 1318 1319 1320 1321 1322 1323
## 7216.0268 3505.3302 6519.7078 4556.6107 6865.7333 6867.0194 8705.6488
## 1324 1325 1326 1327 1328 1329 1330
## 3448.8255 6313.8363 5423.5236 4562.9161 11893.0950 5295.0056 3061.5814
## 1331 1332 1333 1334 1335 1336 1337
## 11333.3491 13589.9227 2752.2491 8900.7887 4068.6161 6209.0402 10221.5183
## 1338 1339 1340 1341 1342 1343 1344
## 2719.3574 2845.2001 1829.2877 6953.2986 6156.1799 5255.9523 3916.9546
## 1345 1346 1347 1348 1349 1350 1351
## 6263.7545 4493.5301 7966.8395 6976.3305 10753.7522 2224.1233 4474.8957
## 1352 1353 1354 1355 1356 1357 1358
## 13402.3336 5963.7153 4985.2721 8701.1888 4915.4563 7051.0134 10789.1611
## 1359 1360 1361 1362 1363 1364 1365
## 4810.9175 5060.2937 4657.5543 4118.8154 7161.3125 6198.9315 4741.5795
## 1366 1367 1368 1369 1370 1371 1372
## 2895.3993 6157.0505 3526.7372 8217.1573 3500.8152 9782.7482 7721.9290
## 1373 1374 1375 1376 1377 1378 1379
## 7647.6066 10620.3587 8337.1423 4851.3600 6269.4524 8250.3529 5152.8435
## 1380 1381 1382 1383 1384 1385 1386
## 2543.3154 4521.2425 3785.8702 4526.3811 5337.3561 7750.8185 5728.5964
## 1387 1388 1389 1390 1391 1392 1393
## 3892.5742 3774.3230 5383.5447 6156.1799 4213.0381 4816.3031 6777.2567
## 1394 1395 1396 1397 1398 1399 1400
## 4482.4465 4653.5580 6073.0888 8072.2082 8498.0419 6268.1663 8268.6834
## 1401 1402 1403 1404 1405 1406 1407
## 5825.0394 10860.8632 3413.6654 10525.7205 11407.6176 7268.3770 9527.1480
## 1408 1409 1410 1411 1412 1413 1414
## 2841.6049 3441.2339 7966.7988 8522.0153 3077.1874 6483.3647 3392.3064
## 1415 1416 1417 1418 1419 1420 1421
## 11422.7599 3456.4170 8733.7360 3466.1737 6846.5946 6782.1236 6675.8351
## 1422 1423 1424 1425 1426 1427 1428
## 9468.5272 5317.2833 2431.2258 6777.2567 6080.5772 4956.3767 5835.6524
## 1429 1430 1431 1432 1433 1434 1435
## 3476.0336 7886.6668 10349.1599 7541.8848 9151.5627 3153.2462 9408.1293
## 1436 1437 1438 1439 1440 1441 1442
## 7443.5398 1976.4343 6233.1094 1612.9063 6525.6120 6305.8843 11217.4621
## 1443 1444 1445 1446 1447 1448 1449
## 4862.4510 12495.0188 11500.9612 10877.8044 6037.9287 8342.9999 6488.2460
## 1450 1451 1452 1453 1454 1455 1456
## 4393.0908 6454.0682 7471.5646 9250.6667 5997.0707 8317.9485 5259.5475
## 1457 1458 1459 1460 1461 1462 1463
## 7003.4979 6229.1130 4838.1256 4510.8233 3652.5798 7801.4249 10548.7524
## 1464 1465 1466 1467 1468 1469 1470
## 5645.4022 3149.2499 6066.3055 7323.8994 4159.2580 8963.0945 5159.0050
residuals(fit)
## 1 2 3 4 5 6
## -1574.577754 -4361.117232 -2911.583120 -2869.795726 -1065.398931 -1963.916974
## 7 8 9 10 11 12
## -5843.184222 -544.623391 2648.304034 -1541.528451 -2630.816039 -1183.409372
## 13 14 15 16 17 18
## -1569.178147 -1333.299585 -2411.279376 4258.995088 -1410.728462 1415.044581
## 19 20 21 22 23 24
## 445.571262 -1932.510460 1356.984239 -3055.890749 4933.997379 -14.966200
## 25 26 27 28 29 30
## -2138.945879 7435.616878 -2579.403919 -673.772762 -2367.074678 12669.852897
## 31 32 33 34 35 36
## -1666.334524 -371.333599 -3857.228957 -3171.238421 -6.725921 -3864.590619
## 37 38 39 40 41 42
## -4638.748564 -2260.839616 -2352.556180 296.089654 -2083.742146 -119.224384
## 43 44 45 46 47 48
## 151.967785 3597.176476 -2698.605981 7750.138385 -1522.437085 -1927.593405
## 49 50 51 52 53 54
## -3181.297053 -1848.833189 -2443.000528 707.786396 -1409.527392 4692.103204
## 55 56 57 58 59 60
## 567.244593 5250.702603 2924.264137 -552.926800 662.539730 -393.016305
## 61 62 63 64 65 66
## 152.966678 -4816.291506 3137.611944 -7902.721804 797.290743 5803.166543
## 67 68 69 70 71 72
## 755.364376 3824.340187 -2740.554216 -325.862698 -4738.699184 -1297.564281
## 73 74 75 76 77 78
## -663.392222 -112.221834 -1464.871290 -1972.277344 -3893.610117 7150.200263
## 79 80 81 82 83 84
## 7361.593379 -3232.893032 -794.078748 -2708.593664 2308.240435 -4154.573808
## 85 86 87 88 89 90
## -826.454235 -2341.000904 264.680612 -5954.975177 -2151.326427 1062.288201
## 91 92 93 94 95 96
## 2193.512639 -3512.856406 -951.176217 1914.842871 -1562.319303 4317.846768
## 97 98 99 100 101 102
## 2668.172751 -17.352687 -5266.481202 -4929.414356 -3356.788344 -633.707310
## 103 104 105 106 107 108
## 1614.978290 -3731.345783 -200.423771 8603.342978 9168.462943 1936.825932
## 109 110 111 112 113 114
## 208.397895 1531.082883 -3228.430534 -287.117241 8551.208502 -512.536568
## 115 116 117 118 119 120
## -125.463668 1643.921815 4435.916622 3129.296911 -2126.140559 3533.156634
## 121 122 123 124 125 126
## -3140.896662 485.558562 -5395.908168 5502.561133 731.950617 -1065.786263
## 127 128 129 130 131 132
## -9983.635852 923.267929 558.112887 -4064.545413 -1830.131145 1729.763650
## 133 134 135 136 137 138
## 613.149996 54.228730 -1853.775137 -854.106697 2807.613936 -3984.375661
## 139 140 141 142 143 144
## 5936.990867 683.745191 -1868.055206 -4400.128461 -1018.150148 -1505.954102
## 145 146 147 148 149 150
## -1139.587991 -1264.174783 -1622.788326 9897.439978 -4167.154980 181.838165
## 151 152 153 154 155 156
## -5367.442632 600.834373 -6571.735101 -9395.728183 2988.966678 -1651.278040
## 157 158 159 160 161 162
## -740.820528 -4991.142262 1651.863080 -3369.029205 170.523774 -1327.967001
## 163 164 165 166 167 168
## -846.628930 315.884972 248.925825 11665.787227 -5705.178298 3251.272972
## 169 170 171 172 173 174
## 1237.985883 -1887.275415 -364.239110 1308.374538 -4721.629779 -3554.514939
## 175 176 177 178 179 180
## -2870.924383 -4277.488107 -1784.596347 193.261502 -2951.539480 -2598.056537
## 181 182 183 184 185 186
## -1767.354680 -2381.666324 -2694.318188 -3510.005383 -3723.062955 -3105.886769
## 187 188 189 190 191 192
## 7894.375283 2586.141175 2922.753414 4651.368244 2983.283352 -1977.205247
## 193 194 195 196 197 198
## 1506.079627 -5352.749421 3355.543621 -2775.813355 -1892.950118 -1482.379025
## 199 200 201 202 203 204
## 655.601153 -80.603777 514.957522 -1468.278568 -1396.513402 -5652.448063
## 205 206 207 208 209 210
## 901.506252 2061.145297 -78.429913 -4403.194733 -1484.286243 1495.878167
## 211 212 213 214 215 216
## 3084.356413 2004.491488 5498.553501 2598.198027 -2457.551807 8207.918912
## 217 218 219 220 221 222
## 1567.591975 -2039.511541 -3602.409484 -3159.980010 -3714.411297 -2478.798733
## 223 224 225 226 227 228
## 4972.568368 1695.225702 75.442842 -6374.836361 -4575.919417 1624.533448
## 229 230 231 232 233 234
## 1702.411035 -1415.905715 -4954.846357 7178.005382 -7402.820230 10919.742498
## 235 236 237 238 239 240
## -2754.195182 4782.640572 -4912.942256 1638.452986 -732.770917 300.169369
## 241 242 243 244 245 246
## -4112.639604 665.777907 -1980.341765 -4181.460041 6244.182635 8686.706358
## 247 248 249 250 251 252
## -702.423402 -1905.348789 -1074.550951 -404.124021 4806.319410 735.467996
## 253 254 255 256 257 258
## -2171.341906 256.408886 3118.543474 1924.792070 -4988.863804 8244.866927
## 259 260 261 262 263 264
## -3819.081205 -1182.980495 -1469.796769 -1951.365836 -3592.417211 8895.819294
## 265 266 267 268 269 270
## 1436.815559 3884.200053 -63.402249 109.734889 1747.845641 -5254.743119
## 271 272 273 274 275 276
## 448.500894 3185.481067 -1715.870183 199.593379 787.227012 7902.012858
## 277 278 279 280 281 282
## 5205.924396 -1220.187610 2866.266477 9327.903834 9104.993643 -6583.708636
## 283 284 285 286 287 288
## -1106.945745 -5424.456174 997.881442 -7359.751217 -2297.724462 -475.587359
## 289 290 291 292 293 294
## -745.148562 -785.202477 10184.762574 -2467.779988 -555.430525 1281.497991
## 295 296 297 298 299 300
## -2721.059307 1223.875743 784.250722 1250.294141 -919.369361 -3006.244447
## 301 302 303 304 305 306
## 4303.229427 564.250722 783.821100 1082.671062 -123.193282 -2081.644798
## 307 308 309 310 311 312
## -1591.546118 4214.257139 -3737.868293 551.442842 2464.149996 -7935.406478
## 313 314 315 316 317 318
## -152.509117 4514.881682 5782.228731 -4896.626209 4400.004667 -4143.940820
## 319 320 321 322 323 324
## -808.639711 -2156.878413 641.930525 1797.618322 -1123.858683 -342.758569
## 325 326 327 328 329 330
## -288.228957 2703.729083 8069.319773 162.563928 -1005.635232 11192.883102
## 331 332 333 334 335 336
## -2831.645087 2534.337553 -3462.859804 3538.130678 -6341.389173 1611.134658
## 337 338 339 340 341 342
## -2406.198124 794.994829 137.862085 1491.456031 -555.062054 3902.835967
## 343 344 345 346 347 348
## 972.963909 3267.287496 -433.798629 155.346042 -1206.602476 -3306.326419
## 349 350 351 352 353 354
## 10786.648151 1010.276370 -3112.914817 -3315.844809 6498.114126 -831.633436
## 355 356 357 358 359 360
## -93.496793 666.406948 1304.967995 -125.622779 2128.721682 1213.368494
## 361 362 363 364 365 366
## -1820.449310 -4850.079158 619.709516 -748.567184 -3082.434638 -960.851982
## 367 368 369 370 371 372
## 2084.777554 1996.208399 -338.483618 -642.991621 1228.936331 -2841.489277
## 373 374 375 376 377 378
## 1170.727032 -103.160518 677.602584 1942.883620 -4191.070660 -2470.648915
## 379 380 381 382 383 384
## -851.245734 7706.166543 808.906194 -761.623391 -859.809000 257.705859
## 385 386 387 388 389 390
## 476.519285 -2287.154213 -6537.698476 -1618.240673 -4192.786053 15.008159
## 391 392 393 394 395 396
## 1219.488929 -2321.806468 10720.368997 698.391967 -2450.353949 -4873.898485
## 397 398 399 400 401 402
## -2610.417126 919.923401 -3941.993310 -2082.139844 7911.228731 2349.865017
## 403 404 405 406 407 408
## 2400.393759 475.400530 -1153.145038 766.223527 -455.707578 -3613.287229
## 409 410 411 412 413 414
## 8499.683883 -2191.379025 1539.215533 1866.147618 -3948.157129 -2232.448477
## 415 416 417 418 419 420
## -272.125682 -1417.058333 -2860.868025 7339.237524 324.832013 -2377.480190
## 421 422 423 424 425 426
## 6213.995088 -1483.003478 1119.687955 3025.730754 6144.488811 2321.498344
## 427 428 429 430 431 432
## -3325.496061 -4369.913392 -3120.356163 10841.047254 -826.816039 -4558.891973
## 433 434 435 436 437 438
## -3238.827401 2348.921203 3129.831252 6553.343725 -2452.849486 -713.411302
## 439 440 441 442 443 444
## 855.261972 6201.338508 4027.300925 -4059.991716 3252.942623 991.167320
## 445 446 447 448 449 450
## -4796.111703 6244.816954 -4187.979241 -3967.249132 1139.022688 -3329.320612
## 451 452 453 454 455 456
## 763.383497 -460.400178 -3208.042423 -1068.483132 -68.784962 10571.905000
## 457 458 459 460 461 462
## 5742.291032 1242.250722 5724.960872 -563.720517 1428.467549 -385.405152
## 463 464 465 466 467 468
## -1264.214710 425.209037 782.313824 3625.401542 5133.539838 2027.847923
## 469 470 471 472 473 474
## -4734.330295 -916.123512 249.211053 4969.044791 -101.290855 3473.197141
## 475 476 477 478 479 480
## -906.132109 2302.640190 28.719409 1588.875627 -2200.544665 -745.132109
## 481 482 483 484 485 486
## -1181.591515 -1852.642747 687.124144 -1562.886510 -432.531887 -1152.148067
## 487 488 489 490 491 492
## 4315.361865 1298.737038 -3920.550387 11013.578174 -1852.707530 -2152.302507
## 493 494 495 496 497 498
## 7925.465264 -580.134802 -3458.928729 -450.473935 1147.377221 12947.865198
## 499 500 501 502 503 504
## 808.112887 2482.358923 1591.864510 -988.441305 -4458.815051 -3600.882415
## 505 506 507 508 509 510
## -1530.568770 -354.650491 2221.568368 1192.808303 -2393.576255 324.474948
## 511 512 513 514 515 516
## 512.304244 3802.249757 -1197.200807 -468.203795 -3160.263793 -2670.651103
## 517 518 519 520 521 522
## -80.354978 2200.980582 -2120.227899 -3001.004912 1015.254598 321.559927
## 523 524 525 526 527 528
## -82.004292 -9678.044313 2356.830019 654.817990 -6160.309629 -709.980582
## 529 530 531 532 533 534
## -1224.115303 1056.636329 2200.085434 5338.074433 -3147.783762 -518.331018
## 535 536 537 538 539 540
## 6025.661349 7603.480965 -4500.921357 3807.326686 7394.138385 -4082.912647
## 541 542 543 544 545 546
## -3651.114182 3822.274445 2592.214425 -3308.371902 -355.585028 -762.872233
## 547 548 549 550 551 552
## -253.399346 -3686.078900 745.646481 615.367538 -701.136462 -1577.368929
## 553 554 555 556 557 558
## -353.522292 -3211.778158 1467.912211 -921.587858 -5181.184002 810.609574
## 559 560 561 562 563 564
## -940.130791 -1742.057960 1459.583227 -896.735526 -3512.931499 2432.885099
## 565 566 567 568 569 570
## -1237.892213 1176.481814 -1605.767050 882.448296 10343.399203 633.701371
## 571 572 573 574 575 576
## -3385.249797 1215.268751 -1159.245019 1277.456682 -1569.672751 -4521.824249
## 577 578 579 580 581 582
## 850.526065 -2566.840791 -3879.270676 -927.460662 -1716.695833 63.191956
## 583 584 585 586 587 588
## -2933.271529 1244.566336 6038.960653 85.040924 678.810452 -6318.151216
## 589 590 591 592 593 594
## 9326.797513 -659.490389 4174.518532 327.699338 2751.282788 -1297.612047
## 595 596 597 598 599 600
## -3187.186998 507.284825 -2060.926800 -1675.314307 710.840829 -3840.214452
## 601 602 603 604 605 606
## -1462.975882 -592.715426 3604.632005 -3438.070699 -3109.211665 877.309620
## 607 608 609 610 611 612
## -2432.272150 -1573.987887 -5400.706566 9808.411074 7512.994391 3405.609833
## 613 614 615 616 617 618
## -119.585928 -128.005593 -2346.684095 -287.885662 3519.838994 -2170.254443
## 619 620 621 622 623 624
## -802.272557 -2148.075281 -2948.534497 -3277.747559 -191.536092 -1794.575966
## 625 626 627 628 629 630
## 1312.213852 3193.407912 -148.485517 4004.040302 1550.588680 840.797523
## 631 632 633 634 635 636
## 2220.151754 -3242.662583 -3908.671872 -2890.857998 543.832359 1562.332703
## 637 638 639 640 641 642
## -4529.015418 -1568.313136 379.591107 -3993.393188 101.704684 108.687124
## 643 644 645 646 647 648
## -1716.376381 -1207.046730 -2799.513010 -1679.721937 3642.048658 2697.908524
## 649 650 651 652 653 654
## -3456.936567 2744.665466 -1427.266917 -3361.787621 346.477326 1719.155182
## 655 656 657 658 659 660
## -2057.696784 -2976.643242 -92.951678 -2437.092534 -5322.439367 1302.168120
## 661 662 663 664 665 666
## -7061.269914 -1383.995373 636.031030 1265.995498 -2141.872465 -3107.199348
## 667 668 669 670 671 672
## 1656.683123 -4422.468979 -1415.902352 -3248.059630 -225.315427 -1767.609144
## 673 674 675 676 677 678
## -1441.324592 -1739.031393 747.852152 -3375.942774 -2560.047293 -7512.568471
## 679 680 681 682 683 684
## -3911.443111 1242.158848 -1170.133694 4577.583848 -2675.847816 138.677450
## 685 686 687 688 689 690
## 4994.882280 -12.404540 -5968.696680 -5320.254482 759.778998 1661.978290
## 691 692 693 694 695 696
## 662.080256 -2444.893653 896.004981 1183.297170 2244.267881 1889.031413
## 697 698 699 700 701 702
## -3707.428587 -1384.776370 -643.405152 7524.688583 -6084.383514 1313.299568
## 703 704 705 706 707 708
## 870.550361 -106.531031 107.797763 1315.632672 8025.613011 -6957.698046
## 709 710 711 712 713 714
## -1467.500433 -1468.362219 10935.736207 -1106.156401 -1335.304521 -5026.911932
## 715 716 717 718 719 720
## 8156.402757 355.581298 8503.062067 -1473.125803 -4747.669839 -4569.753758
## 721 722 723 724 725 726
## -2794.962694 3450.467643 -1871.317214 1673.531147 1226.062830 -642.643093
## 727 728 729 730 731 732
## -235.230887 332.159679 -779.268739 1897.853510 6412.978433 1288.978290
## 733 734 735 736 737 738
## -1108.229216 759.315905 -121.611998 -2510.974204 -808.279385 -1349.127983
## 739 740 741 742 743 744
## 1456.228731 1307.987705 -454.786876 11871.777318 -4775.047838 3881.409591
## 745 746 747 748 749 750
## 92.299985 -3641.897064 8335.144811 1151.190267 882.323184 2715.609623
## 751 752 753 754 755 756
## 3853.719400 -5551.896090 -6472.618214 -239.589184 -1333.107416 8667.910682
## 757 758 759 760 761 762
## -3078.466674 1921.673095 2105.612541 -5067.922217 -4307.634659 -192.986491
## 763 764 765 766 767 768
## -1909.596058 -1472.518101 -1833.539472 -2274.052679 10504.143099 -1315.237534
## 769 770 771 772 773 774
## 1851.249278 -1819.209601 11998.076964 -50.810957 -6186.875417 1108.868730
## 775 776 777 778 779 780
## 5180.043590 4687.656766 688.789778 155.177583 -7350.973092 -8859.882183
## 781 782 783 784 785 786
## 3237.096214 211.881442 5683.446499 -4623.690513 -1226.521920 1778.577680
## 787 788 789 790 791 792
## 1597.489634 2315.772368 -1923.096450 -2778.414420 2310.288451 3555.618425
## 793 794 795 796 797 798
## -2886.738287 -1338.772713 2612.096576 2285.766907 -831.785918 235.967785
## 799 800 801 802 803 804
## -2172.523037 5798.594496 -123.357386 -1833.179169 243.644905 -765.507816
## 805 806 807 808 809 810
## 9473.792555 -4560.618826 195.872361 2268.583589 -2800.206716 2763.964882
## 811 812 813 814 815 816
## 7480.453396 1662.597295 1884.569841 893.441672 8427.316116 -132.675519
## 817 818 819 820 821 822
## -441.044645 314.923745 -592.082664 -337.221902 -359.496195 3263.398841
## 823 824 825 826 827 828
## -433.425072 -1129.700053 -1474.712161 -688.036788 -3801.149307 -662.734411
## 829 830 831 832 833 834
## 1102.068636 3602.358923 -533.990045 -734.430525 -1397.303306 -973.880963
## 835 836 837 838 839 840
## 382.507462 -385.831605 1495.015952 1981.553780 2524.115303 -2913.572271
## 841 842 843 844 845 846
## -4810.825213 -700.878878 -144.298219 -126.502009 597.862085 -415.647667
## 847 848 849 850 851 852
## 3969.387458 -2123.282176 -2041.989825 -2070.434858 -762.707310 10522.037399
## 853 854 855 856 857 858
## -2839.278040 1333.929207 -2217.973812 -1804.944428 1625.031030 -4132.880258
## 859 860 861 862 863 864
## 9088.193282 -1772.505114 1783.763039 1767.050744 -3110.429341 -1292.321233
## 865 866 867 868 869 870
## -3469.456966 -1156.039593 -848.937800 10752.941877 -1056.208904 11389.874308
## 871 872 873 874 875 876
## 2783.130640 564.201914 -1743.022541 -3242.733093 -2179.805620 -7052.519427
## 877 878 879 880 881 882
## 1043.789778 -3.312038 -1067.104204 -6093.905058 -1003.713737 -1333.703192
## 883 884 885 886 887 888
## 3997.586751 -4832.428728 -624.390882 2059.883112 -2536.737313 7798.059038
## 889 890 891 892 893 894
## 2127.469621 -2667.582271 1322.836482 -6599.907434 497.778998 218.223630
## 895 896 897 898 899 900
## 7198.676828 2112.724384 655.820126 -5371.957148 11742.515408 11797.840054
## 901 902 903 904 905 906
## -3441.336932 -4288.402822 -1402.160518 2111.658094 10860.616603 11140.532607
## 907 908 909 910 911 912
## -776.778778 4764.477825 2548.695917 1859.020250 -699.238631 -1239.413593
## 913 914 915 916 917 918
## -1611.442842 5491.004409 -4403.704768 1184.139280 9398.322064 303.602945
## 919 920 921 922 923 924
## 3692.873116 -878.779503 -3352.502857 -1038.001514 6040.597179 -2983.314345
## 925 926 927 928 929 930
## -1070.621100 -3666.799345 -2111.085459 -4983.142609 -466.725349 824.454102
## 931 932 933 934 935 936
## -5538.714207 -1847.386613 -1870.708645 -1247.082272 -192.178767 -349.463086
## 937 938 939 940 941 942
## 12296.939586 5794.933316 -5868.713644 -1532.312876 -1856.983877 -842.360289
## 943 944 945 946 947 948
## 735.088680 -5651.521593 1556.723630 9078.575138 2864.886979 -2035.155656
## 949 950 951 952 953 954
## 6342.141640 -2279.640456 4005.152421 -4757.387122 -1818.101541 -4609.414356
## 955 956 957 958 959 960
## 6784.121729 5251.258104 9274.482148 -3841.230388 2552.713125 -2756.368998
## 961 962 963 964 965 966
## -3302.821845 -2205.068158 -3084.354845 15.822676 -868.638048 516.272408
## 967 968 969 970 971 972
## -1717.515169 -3706.513622 -3974.680094 -1250.893187 -1322.439220 4848.895477
## 973 974 975 976 977 978
## 749.009470 -986.570087 370.381701 -223.496786 -626.692813 -3205.545278
## 979 980 981 982 983 984
## -2926.473074 -1171.696069 -1814.259198 189.704768 -2839.342519 -1433.210011
## 985 986 987 988 989 990
## 711.888565 332.152421 -346.901427 2670.522893 -1305.782396 -4215.394349
## 991 992 993 994 995 996
## 3775.309863 255.746031 4189.969228 3266.861522 4965.442631 -6967.086006
## 997 998 999 1000 1001 1002
## 1609.742013 -2328.543969 588.568025 5662.062563 -6252.257825 -1883.879387
## 1003 1004 1005 1006 1007 1008
## 4816.480228 54.865380 -540.815426 2410.145297 -3560.073344 2416.688097
## 1009 1010 1011 1012 1013 1014
## 3179.265619 8739.697502 4989.639309 3565.465704 -1805.392222 18.738033
## 1015 1016 1017 1018 1019 1020
## 12092.902317 -2416.440091 -2212.724517 -1941.903699 -917.057377 619.494867
## 1021 1022 1023 1024 1025 1026
## -5159.390607 1104.122199 -1862.697008 -6725.830687 4445.935215 687.874318
## 1027 1028 1029 1030 1031 1032
## 4640.565236 -2298.478394 -3645.634173 -3637.508923 3584.163547 1479.747676
## 1033 1034 1035 1036 1037 1038
## -1423.649307 1456.002211 3012.209115 -3368.664239 -334.134840 2232.543684
## 1039 1040 1041 1042 1043 1044
## -1640.152430 -1273.706613 5985.859803 4638.477679 -4041.961015 6555.559439
## 1045 1046 1047 1048 1049 1050
## -289.872381 -3547.068291 -3182.541536 -8.543607 -3270.049516 653.305556
## 1051 1052 1053 1054 1055 1056
## -5149.109497 -1501.140083 -1571.200053 -6148.908525 1495.354693 8130.646770
## 1057 1058 1059 1060 1061 1062
## -1058.153889 1278.972656 -3656.809410 -1713.833189 1518.651103 -65.280591
## 1063 1064 1065 1066 1067 1068
## 3659.485461 2815.904045 -2338.847493 -3813.187164 -2284.353984 -2914.845642
## 1069 1070 1071 1072 1073 1074
## -817.553345 -703.874882 1396.666191 -2919.473945 -340.369342 1627.382196
## 1075 1076 1077 1078 1079 1080
## 3090.214300 6113.890361 4242.013823 -3521.279463 4049.970051 2834.225206
## 1081 1082 1083 1084 1085 1086
## 5300.260150 1874.946280 -515.306097 -3946.219630 398.694247 -650.131833
## 1087 1088 1089 1090 1091 1092
## -2033.942288 -4594.996194 -905.712161 -2927.431632 4339.109269 -572.321233
## 1093 1094 1095 1096 1097 1098
## -5435.592088 -935.633160 -1742.923668 -2834.115311 5058.277814 385.308523
## 1099 1100 1101 1102 1103 1104
## -1544.318683 -1096.676266 -2543.724996 57.074433 -2195.916019 -3293.548914
## 1105 1106 1107 1108 1109 1110
## -1156.103661 2817.228737 3733.862085 -310.806727 -2148.028128 4916.905974
## 1111 1112 1113 1114 1115 1116
## -1877.651103 -6939.667565 -1480.298371 -1205.902831 -7139.307662 -268.035597
## 1117 1118 1119 1120 1121 1122
## 968.093866 193.821732 -306.273467 3046.304034 -1341.984372 1832.452413
## 1123 1124 1125 1126 1127 1128
## -1247.278040 605.507664 1454.460872 3949.234756 12175.952162 -276.925214
## 1129 1130 1131 1132 1133 1134
## 495.842729 13032.840343 -3227.106460 -665.596434 -1568.705993 -2850.285794
## 1135 1136 1137 1138 1139 1140
## -1118.500894 4134.748085 -311.357386 324.479044 -4741.154377 -1049.989433
## 1141 1142 1143 1144 1145 1146
## 7139.842871 -2320.142614 -2685.585223 -4235.767308 -250.680951 -1528.691952
## 1147 1148 1149 1150 1151 1152
## -1554.026198 -5481.414340 -1239.357043 -416.446499 -3425.296700 1278.718931
## 1153 1154 1155 1156 1157 1158
## 1140.565733 623.918427 12009.004149 -4391.017480 108.934393 -3922.010718
## 1159 1160 1161 1162 1163 1164
## 345.762466 -1559.255421 -2933.858351 1298.958448 975.373844 -2177.572103
## 1165 1166 1167 1168 1169 1170
## 1431.869247 -3098.310604 8617.207882 370.365027 -37.314194 -798.227131
## 1171 1172 1173 1174 1175 1176
## -894.228824 -3558.122160 180.133699 2754.253615 909.455335 -1216.340330
## 1177 1178 1179 1180 1181 1182
## 8735.108742 1891.094477 1148.789778 -1574.494265 -3271.847713 2671.351094
## 1183 1184 1185 1186 1187 1188
## -129.389931 400.516279 7011.858914 7958.471520 -3120.864661 -4974.815060
## 1189 1190 1191 1192 1193 1194
## -1390.854703 372.581298 -125.202956 -597.088831 -4488.953138 -3009.342519
## 1195 1196 1197 1198 1199 1200
## 8406.613833 6137.674537 1292.639357 927.607693 152.490255 -55.683359
## 1201 1202 1203 1204 1205 1206
## -3226.984592 690.916278 -1832.972941 -1377.059097 -6441.384831 -1947.434182
## 1207 1208 1209 1210 1211 1212
## -1736.404540 -5655.412285 -4623.580608 2011.971470 -5773.017842 3914.654712
## 1213 1214 1215 1216 1217 1218
## -3755.305753 -210.524613 80.651675 -269.966248 -421.683389 1093.056404
## 1219 1220 1221 1222 1223 1224
## 1324.400530 -2631.775259 -3569.801140 -2389.337026 -626.371633 -911.354061
## 1225 1226 1227 1228 1229 1230
## -851.800701 4445.068016 -1994.983588 -1206.387523 -162.225452 1413.458943
## 1231 1232 1233 1234 1235 1236
## -116.555446 -4089.663792 887.719753 -3058.078748 -1676.115752 1234.664644
## 1237 1238 1239 1240 1241 1242
## 1098.944057 2613.626678 1095.775806 570.232740 -769.327039 5294.213517
## 1243 1244 1245 1246 1247 1248
## 8846.701151 1962.166660 -418.269246 -5.788947 -2572.711157 3805.762686
## 1249 1250 1251 1252 1253 1254
## -488.016735 -458.587858 1212.858584 1858.747466 -1865.683036 -2771.334847
## 1255 1256 1257 1258 1259 1260
## -3720.321023 5326.273467 -4047.336673 4809.018664 -786.399346 -91.750605
## 1261 1262 1263 1264 1265 1266
## -2749.154368 956.044791 -4423.699687 -4797.581411 10252.385911 -3654.190483
## 1267 1268 1269 1270 1271 1272
## -3928.565867 -4299.248313 4944.781554 -4218.905764 1096.754848 1025.754246
## 1273 1274 1275 1276 1277 1278
## -2153.622073 568.712286 -1251.465856 5836.899918 -1490.580114 12074.255191
## 1279 1280 1281 1282 1283 1284
## -487.301377 -4343.632579 -3185.870536 -1047.347713 -4220.118318 -2194.352687
## 1285 1286 1287 1288 1289 1290
## 6546.898756 383.483993 -2844.043568 153.128490 -399.462332 -5870.018557
## 1291 1292 1293 1294 1295 1296
## -622.175262 -2463.858085 -1039.596567 -3904.889892 1293.024392 -1552.695839
## 1297 1298 1299 1300 1301 1302
## 3155.714715 -1407.529445 -419.720391 -174.382290 31.603204 3106.030056
## 1303 1304 1305 1306 1307 1308
## -2494.966248 -3831.237167 -2510.581088 -2635.014454 5638.641640 225.265589
## 1309 1310 1311 1312 1313 1314
## 77.400663 1023.972484 7358.697243 1330.733226 62.287934 -1446.355198
## 1315 1316 1317 1318 1319 1320
## -3526.307834 2354.630639 -1541.026810 -1126.330152 -2707.707804 91.389284
## 1321 1322 1323 1324 1325 1326
## -3929.733313 -4762.019428 -127.648773 -742.825453 70.163702 -1455.523649
## 1327 1328 1329 1330 1331 1332
## 5344.083878 1331.905010 -1755.005609 -257.581431 8058.650858 6075.077327
## 1333 1334 1335 1336 1337 1338
## -313.249136 -1586.788697 705.383866 -2307.040205 -7559.518347 136.642614
## 1339 1340 1341 1342 1343 1344
## -1764.200053 642.712286 -1280.298629 -1959.179874 4457.047694 -1854.954597
## 1345 1346 1347 1348 1349 1350
## -1979.754482 294.469943 -2060.839473 -3090.330505 6069.247810 708.876742
## 1351 1352 1353 1354 1355 1356
## 2025.104311 3771.666441 -930.715323 -2678.272150 -6114.188834 591.543749
## 1357 1358 1359 1360 1361 1362
## -2658.013363 2558.838875 1772.082530 3042.706260 -679.554319 -1574.815426
## 1363 1364 1365 1366 1367 1368
## -1762.312533 -711.931499 2092.420498 -1804.399346 -421.050490 -1300.737180
## 1369 1370 1371 1372 1373 1374
## -2470.157271 6353.184832 -4315.748207 -2341.928998 -2496.606594 -8487.358712
## 1375 1376 1377 1378 1379 1380
## 9537.857738 -2419.360030 -1498.452439 10910.647102 -65.843493 319.684573
## 1381 1382 1383 1384 1385 1386
## 1039.757508 -1641.870183 -1461.381096 -2527.356069 2137.181451 2899.403566
## 1387 1388 1389 1390 1391 1392
## -1025.574174 1598.676971 1283.455316 -1153.179874 -1846.038124 -1958.303070
## 1393 1394 1395 1396 1397 1398
## -1573.256670 -377.446499 5025.442024 -456.088831 2375.791840 -5601.041889
## 1399 1400 1401 1402 1403 1404
## -300.166324 -758.683389 -2834.039387 8775.136798 -2284.665350 2815.279484
## 1405 1406 1407 1408 1409 1410
## -7075.617593 3762.623021 -5087.147951 1775.395125 -794.233932 -1643.798763
## 1411 1412 1413 1414 1415 1416
## -2845.015292 -890.187360 -2735.364729 584.693580 -2789.759926 -1448.416975
## 1417 1418 1419 1420 1421 1422
## -4293.735996 -399.173706 -1525.594638 -1372.123629 -3893.835136 2488.472768
## 1423 1424 1425 1426 1427 1428
## -2657.283253 943.774166 -1679.256670 -1202.577210 -2119.376743 -3429.652400
## 1429 1430 1431 1432 1433 1434
## -1207.033581 -3778.666780 2856.840085 2880.115160 4592.437296 1753.753767
## 1435 1436 1437 1438 1439 1440
## -5926.129332 -5007.539843 403.565733 13197.890636 177.093664 1118.387953
## 1441 1442 1443 1444 1445 1446
## -1174.884322 -4911.462106 -75.450975 6384.981224 -9161.961196 2692.195565
## 1447 1448 1449 1450 1451 1452
## 674.071271 -2936.999938 2449.753977 -1954.090761 2382.931842 -2128.564634
## 1453 1454 1455 1456 1457 1458
## -2522.666696 654.929331 -3467.948542 -2450.547484 -1314.497922 -4228.113021
## 1459 1460 1461 1462 1463 1464
## -1861.125597 -485.823265 132.420153 3052.575138 1482.247608 4290.597751
## 1465 1466 1467 1468 1469 1470
## -183.249890 -3495.305494 2667.100560 1982.742013 -3573.094496 -755.005046
#Anova Table
anova(fit)
## Analysis of Variance Table
##
## Response: MonthlyIncome
## Df Sum Sq Mean Sq F value Pr(>F)
## Education 1 2.9361e+08 293612361 22.0235 2.945e-06 ***
## WorkLifeBalance 1 2.8822e+07 28821818 2.1619 0.1417
## Age 1 7.8066e+09 7806569932 585.5600 < 2.2e-16 ***
## YearsAtCompany 1 4.6372e+09 4637236889 347.8327 < 2.2e-16 ***
## NumCompaniesWorked 1 2.7618e+08 276176647 20.7156 5.769e-06 ***
## Residuals 1464 1.9518e+10 13331801
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
vcov(fit)
## (Intercept) Education WorkLifeBalance Age
## (Intercept) 339561.8428 -18250.67567 -51033.520152 -3872.79472
## Education -18250.6757 9092.33032 -184.855701 -182.25479
## WorkLifeBalance -51033.5202 -184.85570 18202.687689 44.56980
## Age -3872.7947 -182.25479 44.569802 141.70524
## YearsAtCompany 447.1025 -33.77786 -44.367676 -71.77907
## NumCompaniesWorked 1281.0928 -281.41724 -9.084751 -166.58117
## YearsAtCompany NumCompaniesWorked
## (Intercept) 447.10245 1281.092777
## Education -33.77786 -281.417239
## WorkLifeBalance -44.36768 -9.084751
## Age -71.77907 -166.581174
## YearsAtCompany 283.41365 162.612092
## NumCompaniesWorked 162.61209 1698.701799
cov2cor(vcov(fit))
## (Intercept) Education WorkLifeBalance Age
## (Intercept) 1.00000000 -0.32845956 -0.649124986 -0.55830572
## Education -0.32845956 1.00000000 -0.014369031 -0.16056408
## WorkLifeBalance -0.64912499 -0.01436903 1.000000000 0.02775109
## Age -0.55830572 -0.16056408 0.027751086 1.00000000
## YearsAtCompany 0.04557611 -0.02104186 -0.019533881 -0.35817433
## NumCompaniesWorked 0.05334117 -0.07160684 -0.001633754 -0.33952705
## YearsAtCompany NumCompaniesWorked
## (Intercept) 0.04557611 0.053341174
## Education -0.02104186 -0.071606842
## WorkLifeBalance -0.01953388 -0.001633754
## Age -0.35817433 -0.339527053
## YearsAtCompany 1.00000000 0.234360212
## NumCompaniesWorked 0.23436021 1.000000000
temp <- influence.measures(fit)
temp
## Influence measures of
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany + NumCompaniesWorked, data = attr) :
##
## dfb.1_ dfb.Edct dfb.WrLB dfb.Age dfb.YrAC dfb.NmCW dffit
## 1 -2.17e-02 1.27e-02 2.80e-02 1.46e-03 -2.79e-03 -2.44e-02 -4.09e-02
## 2 8.93e-03 6.65e-02 -1.25e-02 -5.91e-02 4.70e-03 3.09e-02 -9.24e-02
## 3 -5.40e-03 2.08e-02 -7.79e-03 -2.58e-03 1.87e-02 -2.51e-02 -4.60e-02
## 4 3.51e-03 -2.49e-02 -6.30e-03 9.65e-03 -3.08e-03 1.24e-02 -3.63e-02
## 5 -1.05e-02 1.46e-02 -2.65e-03 1.18e-02 -1.79e-03 -2.37e-02 -2.96e-02
## 6 -2.03e-02 1.01e-02 1.52e-02 1.44e-03 1.95e-04 1.25e-02 -2.78e-02
## 7 3.05e-02 1.51e-02 4.14e-02 -1.22e-01 7.99e-02 2.63e-02 -1.44e-01
## 8 -3.78e-03 6.66e-03 -1.42e-03 -3.15e-04 3.48e-03 2.15e-03 -9.30e-03
## 9 -3.90e-03 2.59e-03 6.36e-03 7.57e-03 4.23e-04 -2.15e-02 3.00e-02
## 10 -1.08e-02 -2.07e-04 1.20e-02 7.12e-03 -4.36e-03 -1.62e-02 -2.30e-02
## 11 5.44e-04 -3.99e-03 -6.38e-03 -5.23e-03 1.04e-02 2.21e-02 -3.05e-02
## 12 -6.36e-03 5.79e-03 -2.70e-03 4.78e-03 -3.78e-03 5.78e-03 -1.53e-02
## 13 -2.08e-02 1.94e-02 1.20e-02 9.78e-04 2.25e-03 4.79e-03 -2.73e-02
## 14 -3.30e-03 7.24e-03 -3.44e-03 -4.81e-03 9.69e-03 1.13e-02 -1.89e-02
## 15 -9.79e-03 -3.47e-03 -5.44e-03 2.19e-02 -1.61e-03 -2.15e-02 -3.34e-02
## 16 3.79e-03 3.92e-02 8.73e-03 -3.35e-02 2.08e-02 -1.07e-02 6.25e-02
## 17 -1.45e-02 7.20e-03 1.09e-02 3.94e-04 1.93e-03 9.41e-03 -2.01e-02
## 18 2.15e-02 -5.32e-03 -1.11e-02 -1.14e-02 -5.33e-03 -2.85e-03 2.38e-02
## 19 -4.51e-03 2.29e-03 1.02e-03 2.59e-03 7.57e-03 -1.01e-03 1.07e-02
## 20 1.92e-03 -5.73e-05 -4.88e-03 -6.18e-04 7.34e-03 -1.08e-02 -2.09e-02
## 21 1.92e-02 -5.30e-03 -1.07e-02 -8.87e-03 -1.81e-03 -6.56e-03 2.18e-02
## 22 5.83e-03 -2.14e-02 -7.08e-03 1.72e-02 -2.05e-03 -3.82e-02 -5.13e-02
## 23 -8.19e-03 4.27e-02 1.05e-02 -1.60e-02 2.51e-02 -3.23e-02 7.31e-02
## 24 -1.35e-04 5.58e-05 -3.45e-05 1.22e-04 7.35e-05 3.03e-05 -2.38e-04
## 25 -1.13e-02 2.80e-02 -5.62e-03 -3.74e-03 6.70e-03 2.51e-03 -3.36e-02
## 26 -1.07e-02 -1.53e-02 -5.60e-02 7.10e-02 3.57e-02 8.99e-03 1.27e-01
## 27 -1.67e-02 3.29e-02 -6.28e-03 4.42e-03 -1.13e-02 4.87e-03 -4.21e-02
## 28 3.93e-03 -5.10e-03 -1.62e-03 -3.56e-03 8.58e-04 6.64e-03 -9.98e-03
## 29 1.33e-02 -1.49e-02 -5.02e-03 4.68e-03 -3.97e-02 -6.38e-03 -4.82e-02
## 30 -1.47e-02 8.49e-02 -9.53e-02 1.10e-01 -1.15e-01 -4.89e-02 2.15e-01
## 31 -2.04e-03 -1.70e-03 -4.09e-03 3.66e-03 9.09e-03 -5.68e-03 -1.83e-02
## 32 4.97e-03 -2.54e-03 -4.73e-03 -2.80e-03 2.60e-03 2.15e-03 -6.97e-03
## 33 -1.97e-02 2.04e-02 -8.79e-03 1.79e-02 -1.88e-02 6.90e-03 -4.69e-02
## 34 2.71e-02 -7.53e-04 -4.05e-02 -1.43e-02 2.64e-02 4.85e-03 -5.33e-02
## 35 -8.10e-05 -1.94e-05 5.33e-05 5.98e-05 1.72e-05 -1.76e-06 -1.03e-04
## 36 -1.90e-02 2.66e-02 2.87e-02 -3.47e-02 2.10e-02 2.79e-02 -6.17e-02
## 37 2.47e-02 3.71e-02 -1.37e-02 -7.64e-02 4.84e-02 4.63e-02 -9.40e-02
## 38 4.85e-04 -3.11e-03 -5.64e-03 -5.19e-03 1.58e-02 1.40e-02 -2.59e-02
## 39 1.99e-02 -1.54e-02 -2.97e-02 1.33e-02 7.43e-03 -4.13e-02 -5.94e-02
## 40 3.32e-04 4.02e-04 7.00e-04 -5.63e-04 -5.46e-04 -4.73e-04 2.52e-03
## 41 -4.34e-03 1.20e-02 -5.47e-03 -8.13e-03 1.69e-02 1.25e-02 -2.81e-02
## 42 -1.63e-04 -1.16e-03 -2.65e-04 6.63e-04 7.00e-04 5.46e-04 -1.89e-03
## 43 1.64e-03 4.32e-04 -1.19e-03 -8.49e-04 -7.90e-04 -5.69e-04 2.29e-03
## 44 1.51e-02 8.41e-03 7.64e-03 -2.89e-02 1.59e-02 -6.07e-03 4.39e-02
## 45 -1.41e-02 1.44e-02 -6.02e-03 1.50e-02 -2.00e-02 3.23e-03 -3.61e-02
## 46 -1.60e-02 -1.55e-04 1.67e-02 -1.09e-02 1.27e-01 -1.62e-02 1.50e-01
## 47 2.79e-03 -1.33e-02 -3.35e-03 2.85e-03 -1.97e-03 1.13e-02 -2.12e-02
## 48 -3.04e-03 1.29e-02 -5.13e-03 -4.88e-03 1.27e-02 -5.22e-03 -2.46e-02
## 49 2.28e-02 -1.94e-02 -7.88e-03 -1.48e-02 -1.11e-03 -4.20e-03 -3.88e-02
## 50 -8.22e-03 2.40e-02 -5.05e-03 -9.36e-03 1.48e-02 1.01e-02 -3.29e-02
## 51 7.59e-03 2.31e-02 -7.14e-03 -1.75e-02 1.59e-02 -3.65e-02 -5.65e-02
## 52 5.32e-03 6.87e-03 -5.61e-03 -3.83e-03 -3.35e-03 -3.24e-03 1.20e-02
## 53 2.91e-03 -1.92e-02 1.09e-02 -3.75e-03 6.45e-03 -4.30e-03 -2.72e-02
## 54 1.14e-02 -2.85e-02 1.19e-02 6.98e-03 -1.69e-02 -9.34e-03 4.98e-02
## 55 6.75e-03 8.44e-04 -4.50e-03 -7.03e-03 2.44e-04 8.62e-03 1.18e-02
## 56 2.04e-02 -3.08e-02 1.17e-02 -2.23e-02 5.38e-02 -6.41e-03 7.79e-02
## 57 6.05e-03 4.60e-02 -2.35e-02 -1.01e-02 5.11e-03 -1.50e-02 5.75e-02
## 58 1.24e-03 -4.48e-03 -1.32e-03 5.30e-04 3.16e-03 2.83e-04 -6.94e-03
## 59 4.40e-03 5.76e-03 -5.29e-03 -4.70e-03 1.39e-03 1.46e-03 9.84e-03
## 60 3.88e-03 -3.14e-03 -4.91e-03 -3.74e-04 6.59e-04 2.30e-03 -6.83e-03
## 61 2.58e-04 2.47e-04 3.44e-04 -5.44e-04 4.29e-04 -4.90e-04 1.51e-03
## 62 2.88e-02 -7.27e-02 -1.05e-02 4.57e-03 -8.93e-03 2.78e-02 -8.61e-02
## 63 1.05e-02 -2.96e-02 -2.47e-02 3.32e-03 7.30e-02 3.03e-02 9.16e-02
## 64 2.82e-02 3.00e-02 6.01e-02 -6.83e-02 -1.11e-01 -8.57e-02 -2.06e-01
## 65 1.20e-04 6.63e-04 1.72e-03 -2.88e-03 9.29e-03 -1.64e-03 1.18e-02
## 66 -5.75e-02 -1.05e-02 1.70e-02 1.04e-01 -5.18e-02 -4.82e-02 1.14e-01
## 67 -3.65e-04 8.48e-04 1.83e-03 1.04e-03 -1.71e-03 -4.01e-03 7.05e-03
## 68 -1.95e-02 -9.85e-04 1.06e-02 4.08e-02 -4.12e-02 -2.46e-02 5.81e-02
## 69 -1.90e-02 -2.27e-03 2.11e-02 4.37e-03 9.23e-03 -9.35e-03 -3.30e-02
## 70 -1.84e-03 -5.30e-04 2.48e-03 -1.44e-03 2.98e-03 3.22e-03 -5.25e-03
## 71 -9.29e-04 8.44e-02 3.31e-02 -8.88e-02 3.50e-02 -3.22e-02 -1.38e-01
## 72 -3.62e-03 -3.08e-03 -2.96e-03 4.38e-03 2.62e-03 8.53e-03 -1.55e-02
## 73 4.17e-04 -6.07e-03 -1.54e-03 1.31e-03 4.74e-03 3.84e-03 -9.92e-03
## 74 -1.96e-04 -1.79e-04 -2.49e-04 4.50e-04 -4.57e-04 3.26e-04 -1.15e-03
## 75 6.46e-04 -1.19e-03 -3.71e-03 -2.26e-03 1.05e-02 8.77e-04 -1.54e-02
## 76 1.02e-04 -1.75e-02 -4.09e-03 1.28e-02 -1.09e-02 5.57e-03 -2.81e-02
## 77 7.74e-03 -3.28e-02 -8.10e-03 1.44e-02 -3.34e-02 2.32e-02 -6.34e-02
## 78 -9.89e-02 4.56e-02 9.21e-02 5.84e-02 -7.84e-02 -7.63e-03 1.46e-01
## 79 -7.00e-02 5.44e-02 9.22e-02 -9.59e-03 -1.50e-02 2.10e-02 1.24e-01
## 80 6.76e-03 2.91e-02 -9.04e-03 -1.63e-02 8.99e-03 -4.30e-02 -6.37e-02
## 81 -1.12e-02 9.79e-03 6.17e-03 3.01e-03 -4.15e-03 1.00e-03 -1.44e-02
## 82 -4.37e-05 -3.43e-03 -6.49e-03 -1.31e-03 5.27e-03 1.36e-02 -2.51e-02
## 83 -1.76e-02 -2.11e-02 7.22e-03 4.57e-02 -3.03e-02 -1.36e-02 5.34e-02
## 84 3.64e-04 2.83e-03 -9.45e-03 2.63e-02 -4.29e-02 -6.14e-02 -7.51e-02
## 85 -2.32e-03 4.73e-03 -2.07e-03 -9.85e-04 2.27e-03 3.71e-03 -9.13e-03
## 86 7.97e-03 5.33e-03 1.70e-02 -3.72e-02 1.48e-02 4.88e-03 -4.55e-02
## 87 2.84e-03 -3.08e-03 6.48e-04 -1.95e-03 -1.05e-03 1.08e-03 4.94e-03
## 88 6.04e-02 -3.43e-02 -1.63e-02 -7.43e-02 4.96e-02 2.85e-02 -1.01e-01
## 89 -6.03e-03 -3.99e-03 -4.62e-03 1.35e-02 -1.29e-02 4.32e-03 -2.52e-02
## 90 -3.14e-03 -8.03e-03 2.87e-03 1.08e-02 -1.62e-03 -7.38e-03 1.58e-02
## 91 5.88e-03 1.64e-02 -1.79e-02 -8.21e-03 3.69e-02 -5.02e-03 4.88e-02
## 92 -1.03e-02 -2.31e-02 6.25e-02 -4.36e-02 8.83e-03 4.34e-02 -9.13e-02
## 93 -1.12e-02 4.92e-03 7.51e-03 5.13e-03 -6.02e-03 1.41e-03 -1.41e-02
## 94 2.87e-03 -9.48e-04 -1.45e-02 1.37e-02 9.79e-04 -7.75e-03 2.56e-02
## 95 8.61e-04 -1.36e-02 -3.28e-03 8.78e-03 -8.11e-03 4.89e-03 -2.16e-02
## 96 1.11e-02 1.86e-02 -7.62e-02 3.60e-02 -1.97e-02 5.63e-02 1.23e-01
## 97 3.77e-02 -1.03e-02 -2.09e-02 -1.62e-02 -6.94e-03 -1.37e-02 4.33e-02
## 98 5.43e-05 -3.74e-05 -2.15e-04 8.76e-05 2.03e-05 5.55e-05 -2.85e-04
## 99 3.01e-02 -2.50e-02 4.31e-02 -3.55e-02 -1.57e-01 3.43e-02 -2.03e-01
## 100 5.31e-02 3.74e-03 -6.33e-02 -3.47e-02 3.28e-02 -3.19e-03 -8.45e-02
## 101 1.01e-02 -2.54e-02 -8.07e-03 2.26e-03 1.46e-02 -7.63e-03 -4.07e-02
## 102 -3.77e-03 7.93e-03 -1.68e-03 -1.50e-03 4.45e-03 2.89e-03 -1.09e-02
## 103 1.17e-02 5.75e-03 3.47e-03 -1.73e-02 -5.61e-03 -3.13e-03 2.59e-02
## 104 4.72e-03 -3.11e-02 -7.56e-03 2.28e-02 -4.06e-02 8.42e-03 -6.17e-02
## 105 9.72e-04 1.42e-03 -2.57e-03 -3.54e-04 1.22e-03 -1.16e-03 -3.74e-03
## 106 -1.14e-01 2.85e-02 2.54e-02 1.19e-01 -6.74e-02 9.61e-02 2.14e-01
## 107 -4.12e-03 -1.14e-02 -6.83e-02 9.76e-02 -2.37e-02 -2.54e-02 1.38e-01
## 108 9.70e-03 5.24e-03 4.16e-03 -1.64e-02 2.43e-03 -3.82e-03 2.43e-02
## 109 1.98e-03 -2.41e-03 5.12e-04 -9.08e-04 -7.31e-04 -4.45e-04 3.58e-03
## 110 9.45e-03 5.05e-03 3.41e-03 -1.29e-02 -8.24e-03 -4.35e-03 2.34e-02
## 111 9.75e-03 -1.83e-02 2.47e-02 -2.62e-02 -1.06e-02 6.77e-03 -5.40e-02
## 112 -1.97e-04 -3.82e-04 -6.59e-04 5.08e-04 -6.22e-04 1.09e-03 -2.69e-03
## 113 -8.04e-02 -1.42e-02 2.48e-02 1.45e-01 -7.37e-02 -6.85e-02 1.62e-01
## 114 -5.13e-03 5.77e-03 -1.21e-03 2.85e-03 5.82e-05 2.07e-03 -9.03e-03
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## 921 1.77e-02 -1.57e-03 -4.16e-02 1.86e-02 -2.24e-02 -2.03e-02 -5.62e-02
## 922 -7.76e-03 -1.03e-02 8.28e-03 5.46e-03 3.03e-03 7.35e-03 -1.81e-02
## 923 3.38e-02 -4.59e-02 -4.80e-02 4.83e-03 1.19e-01 -9.60e-03 1.51e-01
## 924 1.60e-02 -1.48e-03 -3.70e-02 1.52e-02 -1.62e-02 -1.72e-02 -4.86e-02
## 925 -4.70e-03 1.37e-02 -2.88e-03 -5.57e-03 6.62e-03 8.55e-03 -1.92e-02
## 926 1.94e-02 -2.37e-02 -9.42e-03 -9.56e-03 2.58e-02 -2.33e-02 -5.67e-02
## 927 2.49e-02 -1.34e-02 -2.60e-02 4.52e-03 -3.30e-02 -5.67e-03 -4.84e-02
## 928 4.72e-03 -3.14e-02 -1.02e-02 6.39e-02 -8.06e-02 -1.10e-01 -1.35e-01
## 929 1.98e-03 6.13e-05 -1.18e-03 -3.14e-03 -1.06e-04 3.06e-03 -5.42e-03
## 930 2.70e-03 1.96e-03 1.91e-03 -3.27e-03 -3.93e-03 -3.35e-03 9.80e-03
## 931 -4.74e-03 4.37e-02 4.04e-02 -9.05e-02 3.44e-02 6.76e-02 -1.20e-01
## 932 -1.11e-02 1.22e-02 -4.26e-03 1.86e-02 -1.24e-02 -3.00e-02 -3.64e-02
## 933 -6.36e-03 -3.10e-03 -4.14e-03 1.39e-02 -5.03e-03 -6.18e-03 -1.99e-02
## 934 -1.26e-02 -2.84e-03 9.79e-03 7.17e-03 3.21e-03 8.20e-04 -1.64e-02
## 935 -2.19e-03 -5.69e-04 1.52e-03 1.33e-03 6.94e-04 6.04e-04 -2.90e-03
## 936 1.69e-03 -5.06e-04 -4.33e-03 1.31e-03 -1.36e-03 1.02e-03 -5.57e-03
## 937 -6.17e-02 -5.59e-03 3.44e-02 1.24e-01 -1.40e-01 -4.48e-02 1.86e-01
## 938 -1.61e-02 3.73e-02 1.19e-02 -4.80e-02 9.72e-02 7.34e-02 1.27e-01
## 939 8.31e-02 -3.10e-02 -1.75e-02 -1.28e-01 8.59e-02 8.10e-02 -1.53e-01
## 940 -6.28e-03 8.54e-03 -3.56e-03 4.38e-03 -6.47e-03 3.67e-03 -1.78e-02
## 941 4.09e-03 -1.75e-03 -4.69e-03 -1.03e-02 9.70e-03 1.79e-02 -2.36e-02
## 942 -2.12e-03 -1.79e-03 -1.86e-03 3.62e-03 -2.29e-03 4.80e-03 -9.92e-03
## 943 -1.80e-03 5.74e-03 1.68e-03 -1.71e-03 2.18e-04 4.90e-04 8.05e-03
## 944 5.01e-02 4.97e-02 -7.30e-02 -3.43e-02 3.55e-03 -4.50e-02 -1.14e-01
## 945 5.48e-03 3.76e-03 3.35e-03 -9.47e-03 5.24e-03 -7.92e-03 1.95e-02
## 946 -6.51e-02 -1.34e-02 2.58e-02 1.10e-01 -7.62e-02 -1.06e-02 1.40e-01
## 947 -1.35e-02 2.15e-02 6.99e-03 9.19e-03 -1.21e-02 -1.21e-02 3.44e-02
## 948 9.32e-04 5.84e-03 1.51e-02 -1.24e-02 -2.33e-03 -3.11e-02 -4.51e-02
## 949 2.11e-03 5.76e-02 1.33e-02 -4.13e-02 2.09e-02 -1.98e-02 8.80e-02
## 950 -7.34e-04 1.44e-02 -5.83e-03 -1.22e-02 2.91e-03 1.87e-02 -3.02e-02
## 951 2.60e-02 3.63e-02 -3.23e-02 -2.54e-02 1.78e-02 -1.24e-02 6.35e-02
## 952 -5.85e-04 3.39e-02 -1.11e-02 -5.30e-03 -6.07e-02 1.17e-02 -8.44e-02
## 953 8.63e-03 -3.23e-03 -2.28e-02 2.65e-03 8.48e-03 8.55e-03 -2.97e-02
## 954 4.96e-02 3.49e-03 -5.92e-02 -3.24e-02 3.07e-02 -2.98e-03 -7.90e-02
## 955 5.77e-02 -9.61e-02 -5.26e-02 2.37e-02 9.08e-02 -3.44e-02 1.64e-01
## 956 -3.36e-02 -5.16e-02 1.40e-02 5.53e-02 5.50e-02 1.36e-02 1.13e-01
## 957 -1.11e-01 3.99e-02 2.58e-02 1.16e-01 -3.66e-02 3.62e-02 1.73e-01
## 958 -4.16e-03 3.22e-02 -1.02e-02 5.40e-03 4.75e-04 -7.01e-02 -8.31e-02
## 959 1.81e-02 4.34e-03 -2.00e-02 -2.55e-03 4.19e-03 -1.76e-02 3.40e-02
## 960 6.36e-03 -1.29e-03 -6.74e-03 -9.91e-03 -6.74e-04 1.55e-02 -2.72e-02
## 961 9.82e-03 -1.81e-03 -8.18e-03 -1.83e-02 2.65e-03 2.99e-02 -4.06e-02
## 962 4.77e-03 -1.84e-02 -4.90e-03 4.47e-03 -3.74e-03 1.02e-02 -2.73e-02
## 963 2.00e-02 5.46e-03 -6.64e-03 -7.99e-03 -8.45e-02 5.81e-03 -9.80e-02
## 964 1.99e-05 -1.07e-04 4.02e-05 2.78e-05 -6.65e-07 1.72e-05 1.62e-04
## 965 3.03e-03 5.23e-03 -1.09e-02 6.89e-04 -2.94e-03 2.63e-03 -1.45e-02
## 966 8.52e-03 -6.13e-03 -4.00e-03 -3.72e-03 -3.05e-04 2.27e-03 9.78e-03
## 967 1.04e-02 -6.62e-03 1.28e-02 -1.98e-02 -2.50e-04 -1.26e-02 -3.67e-02
## 968 1.71e-02 -2.71e-02 -9.11e-03 -9.67e-03 1.77e-02 5.33e-03 -4.36e-02
## 969 -2.70e-02 -3.22e-03 3.16e-02 1.60e-02 -4.00e-02 -1.87e-03 -5.86e-02
## 970 7.82e-03 8.83e-04 -3.28e-03 -1.29e-02 1.32e-03 9.72e-03 -1.75e-02
## 971 -6.48e-03 -1.32e-03 -3.04e-03 1.56e-02 8.36e-04 -2.34e-02 -2.84e-02
## 972 6.00e-03 -4.12e-02 -3.51e-02 6.82e-02 -3.18e-02 -1.67e-02 9.13e-02
## 973 1.19e-03 2.80e-03 9.22e-03 -8.82e-03 -3.23e-03 -1.23e-03 1.60e-02
## 974 -2.36e-05 -1.39e-03 -2.30e-03 -1.73e-04 -1.11e-03 7.11e-03 -1.08e-02
## 975 3.36e-03 -4.58e-03 8.88e-04 -2.40e-03 8.78e-04 1.72e-03 6.27e-03
## 976 9.36e-04 -9.54e-04 1.73e-03 -1.30e-03 -2.64e-03 -1.74e-03 -5.00e-03
## 977 5.80e-03 1.73e-03 -1.62e-03 -6.43e-03 -6.25e-03 -1.11e-03 -1.24e-02
## 978 -1.66e-02 4.14e-02 -8.36e-03 -7.52e-03 8.32e-03 1.28e-02 -5.13e-02
## 979 -9.49e-03 4.35e-02 -7.51e-03 -9.75e-04 -2.13e-02 -2.54e-02 -5.64e-02
## 980 -1.32e-03 -8.11e-04 -2.70e-03 5.24e-03 -3.61e-03 -6.06e-03 -1.13e-02
## 981 7.04e-03 -9.09e-04 -2.28e-02 1.25e-02 5.16e-03 -2.42e-02 -3.84e-02
## 982 7.53e-04 1.68e-03 -1.48e-03 1.92e-04 -9.80e-04 -1.75e-03 3.15e-03
## 983 4.53e-03 -2.53e-03 -7.16e-03 -1.16e-02 1.54e-02 1.85e-02 -3.07e-02
## 984 1.14e-02 -1.18e-02 -1.75e-02 7.05e-03 -1.17e-02 4.11e-03 -2.76e-02
## 985 2.46e-03 1.64e-03 1.60e-03 -3.79e-03 -6.91e-04 -2.26e-03 7.79e-03
## 986 2.15e-03 3.01e-03 -2.67e-03 -2.11e-03 1.48e-03 -1.03e-03 5.26e-03
## 987 3.70e-03 -2.53e-03 -4.36e-03 -5.36e-04 1.18e-03 2.97e-04 -5.77e-03
## 988 -2.12e-02 -3.21e-03 7.60e-03 3.92e-02 -2.38e-02 -1.97e-02 4.57e-02
## 989 -5.13e-03 -1.41e-04 9.92e-03 -4.52e-03 2.90e-03 8.08e-04 -1.46e-02
## 990 -2.00e-02 6.21e-02 -1.11e-02 7.35e-03 -8.75e-03 -5.92e-02 -8.91e-02
## 991 -3.44e-04 -5.31e-02 4.82e-02 -1.34e-02 4.40e-03 4.48e-02 8.76e-02
## 992 3.20e-03 -3.12e-03 -1.93e-03 5.72e-04 -1.28e-03 -1.80e-03 4.80e-03
## 993 2.94e-03 -2.90e-02 1.08e-02 1.30e-02 -6.82e-03 2.03e-03 4.41e-02
## 994 5.34e-02 -3.81e-02 -2.53e-02 -2.01e-02 -4.30e-03 4.19e-03 6.03e-02
## 995 2.83e-03 -4.18e-02 -3.59e-02 7.96e-02 -3.78e-02 -3.41e-02 1.01e-01
## 996 -7.01e-02 -2.63e-04 1.27e-01 -5.15e-03 -9.54e-02 2.28e-02 -1.74e-01
## 997 6.46e-03 3.89e-03 3.54e-03 -1.07e-02 9.89e-04 -4.15e-03 1.83e-02
## 998 -4.13e-03 -2.22e-02 -4.77e-03 2.03e-02 -6.98e-03 5.82e-03 -3.49e-02
## 999 5.27e-03 -6.78e-03 1.44e-03 -1.95e-03 -1.19e-03 -2.91e-03 1.01e-02
## 1000 -1.61e-02 6.33e-04 1.27e-02 8.25e-03 7.27e-02 -3.45e-02 1.02e-01
## 1001 -2.27e-02 -2.86e-02 1.11e-01 -3.80e-02 1.65e-02 -8.72e-02 -1.74e-01
## 1002 1.24e-03 -7.44e-04 -4.72e-03 -8.98e-04 7.92e-03 -5.25e-03 -1.79e-02
## 1003 1.11e-02 -2.90e-02 1.25e-02 1.15e-02 -2.95e-02 -1.24e-02 5.64e-02
## 1004 6.54e-04 1.24e-04 -4.36e-04 -5.79e-04 -9.01e-06 3.54e-04 8.74e-04
## 1005 -2.38e-03 -1.49e-03 -1.17e-03 3.77e-03 -7.97e-04 2.74e-03 -7.02e-03
## 1006 2.37e-02 5.23e-03 -1.93e-02 -1.68e-02 1.26e-02 -4.78e-03 3.36e-02
## 1007 1.57e-02 2.96e-02 -1.03e-02 -4.62e-02 2.63e-02 1.12e-02 -5.94e-02
## 1008 1.86e-02 -2.91e-02 5.83e-03 -5.90e-03 5.03e-03 -1.13e-02 4.06e-02
## 1009 -4.02e-03 -8.94e-03 -2.44e-02 1.79e-02 4.31e-02 2.84e-02 7.19e-02
## 1010 -9.63e-02 -2.25e-02 2.53e-02 1.55e-01 -3.57e-02 -4.31e-02 1.70e-01
## 1011 -9.37e-02 2.59e-02 6.47e-02 8.03e-02 -3.37e-02 -4.12e-02 1.15e-01
## 1012 -9.14e-03 2.81e-02 8.32e-03 -5.07e-03 -7.96e-03 2.63e-04 3.99e-02
## 1013 1.13e-03 -1.65e-02 -4.19e-03 3.58e-03 1.29e-02 1.05e-02 -2.70e-02
## 1014 1.84e-05 1.48e-04 4.16e-05 -1.90e-04 1.18e-06 2.57e-04 3.58e-04
## 1015 -1.11e-01 1.91e-01 1.50e-01 -7.14e-02 -4.28e-02 5.73e-03 2.70e-01
## 1016 3.12e-03 -1.87e-02 -5.56e-03 1.18e-02 3.40e-03 -1.59e-02 -3.26e-02
## 1017 1.08e-02 -4.06e-03 -2.78e-02 1.21e-03 1.59e-02 1.17e-02 -3.81e-02
## 1018 -3.73e-03 2.30e-02 -2.45e-02 5.04e-03 2.48e-03 9.67e-03 -4.08e-02
## 1019 -3.65e-03 -7.64e-03 7.27e-03 1.71e-03 -2.61e-03 4.24e-03 -1.34e-02
## 1020 2.52e-03 4.87e-03 -4.81e-03 -1.15e-03 -2.38e-03 1.61e-03 8.85e-03
## 1021 -8.25e-03 8.48e-03 3.86e-02 -2.39e-02 6.41e-03 -5.14e-02 -8.71e-02
## 1022 8.31e-03 -5.33e-03 2.56e-03 -8.90e-03 -1.04e-03 4.25e-03 1.49e-02
## 1023 -2.69e-02 1.06e-02 3.32e-02 -7.32e-03 5.18e-03 1.53e-02 -4.08e-02
## 1024 9.98e-02 6.24e-02 -8.97e-02 -1.43e-01 8.00e-02 5.89e-02 -1.81e-01
## 1025 -6.15e-02 2.57e-02 5.53e-02 8.50e-03 5.82e-02 5.20e-03 9.82e-02
## 1026 7.00e-03 -7.89e-03 1.62e-03 -4.55e-03 4.22e-04 -6.45e-04 1.18e-02
## 1027 1.76e-02 7.25e-02 -3.72e-02 -3.27e-02 -6.72e-03 1.67e-02 9.28e-02
## 1028 -1.77e-02 -1.60e-03 1.78e-02 1.02e-02 -4.79e-04 -1.70e-02 -3.05e-02
## 1029 3.86e-03 -5.38e-02 2.84e-02 -1.14e-02 2.11e-02 1.95e-02 -7.09e-02
## 1030 4.00e-02 -2.58e-02 -4.55e-02 -3.93e-03 -3.01e-04 9.78e-04 -5.94e-02
## 1031 1.71e-02 -1.98e-02 7.99e-03 -1.83e-02 2.99e-02 -4.32e-03 4.93e-02
## 1032 -1.71e-02 -1.70e-03 1.89e-02 1.04e-02 -3.30e-03 1.81e-03 2.45e-02
## 1033 1.24e-02 -6.55e-04 -1.82e-02 -7.93e-03 1.29e-02 6.60e-03 -2.47e-02
## 1034 -3.60e-03 2.35e-02 2.91e-03 -1.05e-02 5.97e-03 -5.30e-03 2.80e-02
## 1035 -1.43e-02 -1.26e-03 7.88e-03 2.39e-02 -9.52e-03 -1.40e-02 3.36e-02
## 1036 -1.87e-02 2.38e-02 -8.25e-03 3.05e-02 -5.07e-03 -6.98e-02 -7.91e-02
## 1037 -5.30e-03 -3.80e-04 6.01e-03 2.38e-03 5.71e-04 -3.54e-03 -7.72e-03
## 1038 -2.51e-02 -2.01e-03 2.87e-02 1.77e-02 -1.56e-02 7.63e-04 3.91e-02
## 1039 1.02e-02 1.90e-03 -4.60e-03 -1.77e-02 1.48e-02 1.40e-03 -2.42e-02
## 1040 2.64e-03 -1.11e-02 -3.02e-03 -3.20e-04 8.72e-03 8.16e-03 -1.81e-02
## 1041 1.54e-02 -8.45e-02 1.59e-02 2.91e-02 7.63e-03 -9.08e-03 9.87e-02
## 1042 1.53e-02 1.17e-02 1.05e-02 -1.98e-02 -7.87e-03 -2.91e-02 5.66e-02
## 1043 1.70e-02 1.79e-03 -1.07e-02 -2.78e-02 1.88e-02 7.45e-03 -4.26e-02
## 1044 -1.13e-02 -1.26e-02 -4.85e-02 7.75e-02 -1.02e-02 -1.82e-03 1.08e-01
## 1045 8.01e-04 -1.87e-03 2.16e-03 -3.45e-03 2.75e-03 2.19e-03 -5.45e-03
## 1046 3.22e-02 -9.31e-04 -4.52e-02 -1.97e-02 2.42e-02 1.54e-02 -5.84e-02
## 1047 -6.51e-03 -4.70e-04 2.39e-02 -2.77e-02 1.88e-02 2.56e-02 -4.74e-02
## 1048 -6.27e-06 -1.56e-05 -2.05e-05 -5.57e-06 3.90e-05 6.91e-05 -1.01e-04
## 1049 -4.09e-03 -2.56e-03 -7.16e-03 1.86e-02 -2.84e-02 -1.17e-02 -3.88e-02
## 1050 9.68e-03 -8.97e-03 -4.99e-03 -4.94e-03 1.14e-04 1.19e-02 1.66e-02
## 1051 4.02e-03 3.64e-02 -1.30e-02 -2.67e-02 -1.83e-02 2.49e-02 -6.81e-02
## 1052 2.87e-03 -2.00e-02 1.15e-02 -2.88e-03 1.04e-02 -1.26e-02 -3.32e-02
## 1053 -1.38e-02 -3.56e-03 1.22e-02 3.15e-03 1.02e-02 7.79e-03 -2.22e-02
## 1054 1.15e-02 5.48e-02 4.48e-02 -1.20e-01 1.10e-02 7.73e-02 -1.52e-01
## 1055 -1.33e-02 8.86e-03 3.86e-03 1.32e-02 -3.89e-03 -4.47e-03 2.08e-02
## 1056 6.99e-02 1.10e-04 -6.54e-02 -8.69e-02 1.07e-01 1.33e-01 1.78e-01
## 1057 3.09e-03 -1.87e-03 -1.32e-02 6.61e-03 2.38e-03 -2.55e-03 -1.75e-02
## 1058 2.16e-02 2.00e-03 -2.32e-02 -1.18e-02 2.58e-03 1.15e-02 2.87e-02
## 1059 2.96e-02 -3.09e-02 -4.47e-02 1.58e-02 -3.19e-02 2.08e-02 -7.49e-02
## 1060 -7.62e-03 2.22e-02 -4.68e-03 -8.67e-03 1.37e-02 9.38e-03 -3.05e-02
## 1061 1.81e-02 4.46e-03 -1.20e-02 -1.21e-02 -7.74e-03 -5.04e-04 2.41e-02
## 1062 -4.95e-04 2.73e-04 -1.54e-04 3.88e-04 3.00e-04 1.72e-04 -9.28e-04
## 1063 2.66e-02 -5.51e-02 -2.66e-02 3.00e-02 -2.38e-02 1.66e-02 7.68e-02
## 1064 9.13e-03 5.70e-03 6.05e-03 -1.89e-02 1.42e-02 -5.63e-03 3.27e-02
## 1065 1.01e-02 -4.89e-03 -2.92e-02 5.16e-03 5.94e-03 1.62e-02 -3.97e-02
## 1066 4.86e-02 -2.25e-02 -1.10e-02 -7.54e-02 5.00e-02 5.98e-02 -9.54e-02
## 1067 5.50e-04 -1.65e-02 -5.12e-03 2.15e-02 -5.40e-03 -3.78e-02 -4.64e-02
## 1068 -2.56e-03 2.12e-03 2.17e-02 -2.71e-02 1.58e-02 7.99e-03 -4.16e-02
## 1069 -1.07e-02 4.86e-03 6.31e-03 6.97e-03 2.13e-03 -1.19e-02 -1.71e-02
## 1070 -1.16e-02 -1.91e-03 1.27e-02 2.88e-03 3.98e-03 3.06e-03 -1.53e-02
## 1071 4.51e-03 3.56e-03 3.18e-03 -5.34e-03 -4.14e-03 -9.18e-03 1.74e-02
## 1072 1.26e-02 2.48e-02 -8.50e-03 -3.62e-02 2.31e-02 1.01e-03 -4.95e-02
## 1073 -2.52e-03 4.06e-03 -8.64e-04 5.86e-05 1.45e-03 2.10e-03 -5.85e-03
## 1074 2.43e-02 -1.95e-02 -1.27e-02 -7.61e-03 5.42e-03 -2.03e-03 2.93e-02
## 1075 -1.20e-02 4.91e-02 7.08e-03 -6.01e-03 -2.63e-02 -1.27e-02 6.08e-02
## 1076 -3.04e-02 8.32e-03 7.64e-02 -1.54e-02 -1.06e-02 -8.04e-03 9.23e-02
## 1077 -4.69e-02 2.15e-02 1.09e-02 4.51e-02 1.44e-02 -1.16e-02 7.19e-02
## 1078 -5.26e-02 -2.98e-02 6.47e-02 4.69e-02 -2.71e-02 -4.51e-02 -9.29e-02
## 1079 -4.04e-02 -4.01e-03 5.04e-02 1.50e-03 5.75e-02 1.05e-02 8.56e-02
## 1080 -4.86e-03 3.81e-04 7.31e-03 7.70e-03 -1.73e-02 5.34e-03 2.96e-02
## 1081 -5.60e-02 -1.17e-02 6.72e-02 3.83e-04 4.41e-02 8.20e-02 1.22e-01
## 1082 2.53e-02 2.68e-03 -3.39e-02 -4.41e-03 8.98e-03 -6.57e-03 3.86e-02
## 1083 -5.39e-03 5.71e-03 -1.22e-03 3.09e-03 5.46e-04 2.08e-03 -9.25e-03
## 1084 -3.41e-02 -3.01e-02 7.07e-02 -6.31e-03 1.24e-02 4.39e-03 -8.31e-02
## 1085 2.97e-04 5.20e-04 9.06e-04 -8.86e-04 1.37e-03 -1.40e-03 3.88e-03
## 1086 -9.94e-03 -1.37e-03 1.17e-02 2.68e-03 -6.49e-04 2.26e-03 -1.33e-02
## 1087 2.20e-02 -2.63e-02 -3.96e-03 3.72e-04 -5.32e-02 5.93e-03 -6.76e-02
## 1088 -1.38e-02 2.60e-02 -1.08e-02 2.18e-03 -1.90e-02 2.67e-02 -5.90e-02
## 1089 2.96e-03 2.44e-04 -2.43e-03 -5.30e-03 7.55e-03 -6.12e-04 -1.11e-02
## 1090 2.20e-03 -2.56e-03 -6.87e-03 -1.35e-03 -7.23e-03 1.30e-02 -2.78e-02
## 1091 3.52e-02 -5.51e-02 1.05e-02 -2.23e-02 1.30e-02 1.88e-02 7.16e-02
## 1092 -5.47e-04 -9.04e-04 -1.36e-03 4.87e-04 1.47e-03 2.69e-03 -5.49e-03
## 1093 2.47e-02 4.39e-03 -1.44e-02 -3.66e-02 2.31e-02 -5.17e-03 -5.96e-02
## 1094 -1.00e-02 3.83e-05 1.70e-02 1.14e-03 -1.38e-02 -1.39e-04 -2.32e-02
## 1095 1.18e-02 1.15e-02 -2.22e-02 -1.14e-02 3.13e-03 1.49e-02 -3.23e-02
## 1096 2.33e-03 -2.41e-02 -5.74e-03 1.85e-02 -2.82e-02 6.37e-03 -4.55e-02
## 1097 3.74e-03 -3.56e-02 1.14e-02 -3.50e-03 7.91e-02 -7.95e-03 9.96e-02
## 1098 2.86e-03 -1.53e-03 9.09e-04 -1.89e-03 -2.05e-03 -2.21e-03 5.82e-03
## 1099 4.27e-05 1.07e-02 -4.19e-03 -8.98e-03 1.08e-02 1.55e-03 -1.97e-02
## 1100 7.79e-03 -7.56e-03 -2.68e-03 -7.09e-03 2.67e-04 8.09e-03 -1.53e-02
## 1101 6.52e-03 -2.21e-02 -5.92e-03 -2.13e-03 1.04e-02 2.27e-02 -3.67e-02
## 1102 2.43e-04 -3.39e-04 1.36e-04 -2.06e-04 1.07e-04 1.66e-04 6.10e-04
## 1103 -8.57e-03 -1.77e-02 1.70e-02 1.75e-03 1.00e-02 1.10e-03 -3.09e-02
## 1104 2.50e-02 -1.64e-02 -8.36e-03 -8.90e-03 -4.45e-03 -4.23e-02 -6.04e-02
## 1105 -1.17e-02 -1.51e-03 9.02e-03 9.45e-03 2.92e-03 -1.25e-02 -2.01e-02
## 1106 3.33e-02 2.52e-02 -5.08e-02 -6.39e-03 -1.53e-02 -8.40e-03 6.26e-02
## 1107 1.02e-02 7.02e-03 8.12e-03 -2.17e-02 1.76e-02 -8.60e-03 4.15e-02
## 1108 1.09e-03 -2.35e-03 -7.33e-04 2.69e-05 5.00e-04 7.37e-05 -3.37e-03
## 1109 3.37e-04 -2.89e-03 -5.31e-03 -3.96e-03 1.23e-02 1.27e-02 -2.30e-02
## 1110 1.84e-03 4.31e-02 1.09e-02 -3.12e-02 -7.75e-03 7.87e-03 6.45e-02
## 1111 5.11e-04 -2.63e-03 -4.73e-03 -5.16e-03 1.55e-02 1.22e-02 -2.30e-02
## 1112 8.66e-02 -8.82e-02 -1.39e-02 -2.18e-02 -1.79e-01 4.64e-02 -2.42e-01
## 1113 1.54e-03 -2.93e-04 -3.67e-03 -6.88e-04 2.95e-03 -4.55e-03 -1.28e-02
## 1114 -7.53e-03 -1.01e-02 9.58e-03 8.19e-03 -1.49e-03 -5.67e-03 -1.81e-02
## 1115 7.01e-03 -3.66e-02 5.45e-02 -1.73e-02 -1.11e-02 -9.19e-02 -1.41e-01
## 1116 -2.97e-03 -2.42e-03 4.82e-03 -3.80e-05 2.08e-03 1.80e-03 -6.22e-03
## 1117 -1.27e-02 1.17e-02 1.92e-03 2.44e-03 2.88e-02 -3.16e-03 3.64e-02
## 1118 1.14e-03 1.37e-03 -1.52e-03 -1.64e-03 -1.63e-04 3.58e-03 4.58e-03
## 1119 -1.29e-03 -8.25e-04 -7.04e-04 1.62e-03 1.65e-03 1.15e-03 -4.00e-03
## 1120 -4.49e-03 2.98e-03 7.32e-03 8.71e-03 4.86e-04 -2.47e-02 3.45e-02
## 1121 1.08e-02 -7.38e-04 -1.70e-02 -5.05e-03 8.30e-03 5.01e-03 -2.14e-02
## 1122 -4.22e-03 1.34e-02 4.44e-03 -5.07e-03 -9.38e-03 1.50e-02 2.84e-02
## 1123 -9.93e-03 1.54e-02 -2.94e-03 5.49e-03 -6.67e-03 1.22e-03 -2.10e-02
## 1124 -1.25e-03 4.85e-03 1.40e-03 -1.40e-03 -1.16e-03 2.28e-04 6.86e-03
## 1125 -2.55e-03 6.46e-04 3.58e-03 3.71e-03 -1.80e-03 -4.11e-03 1.20e-02
## 1126 4.51e-03 -4.89e-02 4.99e-02 -9.12e-03 3.07e-04 -8.62e-03 7.99e-02
## 1127 -8.90e-02 -1.74e-02 3.52e-02 1.59e-01 -1.33e-01 -2.15e-02 2.07e-01
## 1128 -1.65e-03 -7.97e-04 -6.08e-04 2.63e-03 6.75e-04 -1.52e-04 -3.83e-03
## 1129 -1.33e-03 3.93e-03 1.18e-03 -2.56e-04 -2.36e-03 -2.57e-04 5.92e-03
## 1130 -3.39e-03 -1.09e-01 3.63e-02 3.68e-02 -6.94e-02 1.78e-01 2.59e-01
## 1131 -2.20e-02 -4.22e-03 2.53e-02 5.20e-03 -1.07e-02 1.23e-02 -3.92e-02
## 1132 -3.24e-03 -5.77e-03 5.27e-03 1.83e-03 -6.32e-04 3.07e-03 -9.71e-03
## 1133 2.90e-04 1.03e-02 -4.16e-03 -1.03e-02 7.32e-03 9.90e-03 -2.01e-02
## 1134 9.45e-03 2.19e-03 -7.34e-03 -9.78e-03 4.58e-03 -1.41e-02 -3.03e-02
## 1135 -9.70e-03 6.29e-03 8.41e-03 -4.05e-03 8.87e-03 6.67e-03 -1.70e-02
## 1136 2.71e-02 2.76e-02 -7.61e-02 -1.89e-03 8.39e-02 -1.21e-02 1.27e-01
## 1137 -1.00e-03 -7.49e-04 -7.31e-04 1.09e-03 1.88e-03 1.36e-03 -3.88e-03
## 1138 4.98e-03 -1.24e-03 -2.57e-03 -3.04e-03 1.15e-05 -3.65e-04 5.32e-03
## 1139 5.10e-02 -6.03e-02 -9.42e-03 1.56e-03 -1.15e-01 1.81e-03 -1.47e-01
## 1140 7.16e-04 -8.93e-03 -2.40e-03 4.30e-03 3.66e-03 -7.30e-04 -1.33e-02
## 1141 2.05e-02 -5.98e-04 -5.68e-02 1.47e-02 1.07e-01 -4.36e-02 1.54e-01
## 1142 -2.11e-02 -4.95e-03 1.82e-02 9.91e-03 3.44e-04 8.06e-03 -2.92e-02
## 1143 2.55e-02 -3.78e-02 -6.30e-03 -1.43e-02 1.06e-03 2.12e-02 -5.00e-02
## 1144 2.01e-02 1.17e-03 -1.08e-02 -3.23e-02 3.90e-04 2.91e-02 -5.15e-02
## 1145 -1.49e-04 -1.94e-03 -5.50e-04 2.54e-03 -5.71e-04 -3.51e-03 -4.71e-03
## 1146 2.59e-03 -1.01e-02 -3.61e-03 1.05e-02 6.26e-04 -2.77e-02 -3.32e-02
## 1147 2.59e-03 -1.32e-02 -3.41e-03 4.54e-03 -3.13e-03 6.72e-03 -1.95e-02
## 1148 1.42e-02 -3.57e-02 4.16e-02 -5.61e-02 1.42e-02 4.87e-02 -9.69e-02
## 1149 8.03e-03 -1.83e-02 -2.81e-03 -3.18e-04 1.91e-03 4.79e-03 -2.10e-02
## 1150 -1.69e-03 -9.95e-04 -9.05e-04 2.97e-03 -7.83e-04 9.50e-04 -4.80e-03
## 1151 1.41e-02 -5.27e-02 -6.69e-03 2.18e-02 -3.58e-02 1.06e-02 -7.13e-02
## 1152 1.26e-02 3.41e-03 -1.01e-02 -5.83e-03 -1.92e-03 -8.01e-03 1.84e-02
## 1153 1.31e-02 -1.25e-02 2.69e-03 -9.06e-03 -2.54e-03 -1.05e-03 2.10e-02
## 1154 2.46e-03 -2.16e-03 7.74e-03 -6.62e-03 -2.59e-03 -7.06e-04 1.33e-02
## 1155 -9.72e-02 7.59e-02 3.14e-02 1.02e-01 -6.94e-02 -3.94e-02 1.68e-01
## 1156 -1.92e-03 2.79e-02 -1.10e-02 -1.96e-02 -5.52e-03 3.35e-02 -5.82e-02
## 1157 -1.95e-04 2.51e-05 2.43e-04 -5.25e-05 1.27e-03 -3.24e-04 1.66e-03
## 1158 7.37e-03 -3.23e-02 -8.23e-03 1.69e-02 -3.15e-02 1.24e-02 -5.76e-02
## 1159 2.01e-03 2.54e-04 -2.64e-03 2.74e-04 -1.20e-03 1.08e-06 3.85e-03
## 1160 -1.75e-02 -1.76e-03 2.79e-02 -4.99e-03 -3.68e-04 1.31e-02 -3.31e-02
## 1161 7.03e-03 2.18e-02 -7.78e-03 -2.57e-02 -1.72e-04 1.86e-02 -4.18e-02
## 1162 -7.07e-03 -8.96e-03 1.66e-02 3.84e-03 -3.60e-03 6.19e-04 2.12e-02
## 1163 1.71e-03 -6.80e-04 2.14e-03 -1.09e-02 1.25e-02 2.14e-02 2.40e-02
## 1164 -2.69e-02 -2.66e-03 3.91e-02 -1.76e-03 -7.36e-04 1.09e-02 -4.36e-02
## 1165 6.89e-03 -5.16e-04 -1.09e-02 4.63e-04 -3.23e-03 1.20e-02 2.05e-02
## 1166 2.63e-02 -4.20e-02 -7.14e-03 -3.93e-03 -6.53e-03 -5.31e-03 -5.21e-02
## 1167 -9.75e-02 1.18e-01 2.26e-02 9.16e-02 -9.32e-02 -6.99e-02 1.84e-01
## 1168 3.54e-03 -2.51e-03 -2.81e-03 -7.76e-04 -1.12e-03 3.64e-03 6.18e-03
## 1169 -3.82e-04 4.29e-04 -8.71e-05 2.64e-04 -7.02e-05 2.39e-05 -6.44e-04
## 1170 -3.87e-03 -9.33e-04 -1.79e-03 9.30e-03 -9.40e-04 -1.21e-02 -1.51e-02
## 1171 -9.52e-03 -2.14e-03 7.06e-03 6.35e-03 8.87e-04 5.08e-05 -1.20e-02
## 1172 -3.89e-02 -1.61e-03 6.32e-02 -1.14e-02 1.51e-02 3.18e-03 -7.07e-02
## 1173 7.74e-04 6.92e-05 4.04e-04 -2.33e-03 8.18e-04 3.86e-03 4.26e-03
## 1174 -6.92e-03 2.12e-02 6.55e-03 -4.32e-03 -1.11e-02 7.10e-03 3.36e-02
## 1175 8.91e-03 -1.06e-02 2.12e-03 -6.03e-03 2.57e-03 -5.90e-04 1.55e-02
## 1176 1.88e-03 -6.63e-05 -3.05e-03 -1.65e-03 2.82e-03 -3.37e-03 -1.07e-02
## 1177 -7.99e-02 5.29e-02 2.35e-02 9.34e-02 -6.71e-02 -3.65e-02 1.37e-01
## 1178 -2.10e-02 2.34e-02 4.45e-03 7.15e-03 1.13e-02 7.91e-03 3.64e-02
## 1179 8.37e-03 4.06e-03 2.44e-03 -1.28e-02 -2.53e-03 -1.88e-03 1.82e-02
## 1180 -1.26e-03 -2.01e-03 -3.54e-03 4.21e-03 -7.39e-03 5.07e-03 -1.61e-02
## 1181 1.42e-03 -3.12e-03 -8.06e-03 -4.03e-03 1.33e-02 9.18e-03 -2.89e-02
## 1182 -4.25e-03 -4.17e-02 7.30e-03 2.73e-02 1.60e-02 -6.62e-03 5.67e-02
## 1183 4.11e-04 -1.11e-03 -3.11e-04 -3.42e-04 8.99e-04 1.27e-03 -2.00e-03
## 1184 1.06e-03 -2.85e-03 1.01e-03 -9.12e-04 9.86e-05 4.16e-03 5.83e-03
## 1185 -9.59e-02 8.68e-02 1.80e-02 7.93e-02 -1.29e-02 -3.12e-02 1.41e-01
## 1186 -9.29e-03 -5.79e-02 2.00e-02 4.12e-02 4.59e-02 -3.63e-02 1.15e-01
## 1187 2.60e-02 -2.41e-02 -3.85e-02 1.49e-02 -1.71e-02 -6.69e-03 -5.45e-02
## 1188 3.33e-02 4.13e-03 -6.20e-02 3.02e-02 -5.05e-02 -7.36e-02 -1.09e-01
## 1189 -1.37e-02 -3.02e-03 1.11e-02 9.71e-03 -7.28e-03 2.76e-03 -1.94e-02
## 1190 -4.99e-04 3.25e-03 8.36e-04 -9.15e-04 -5.43e-04 -1.83e-03 4.72e-03
## 1191 -1.01e-03 -2.49e-04 9.87e-04 3.49e-04 -2.86e-04 7.87e-04 -1.70e-03
## 1192 6.52e-05 -5.32e-03 -1.25e-03 3.62e-03 -2.53e-03 1.86e-03 -8.24e-03
## 1193 5.83e-04 5.20e-03 3.29e-02 -5.12e-02 4.10e-02 5.12e-03 -7.57e-02
## 1194 4.81e-03 -2.68e-03 -7.59e-03 -1.23e-02 1.64e-02 1.96e-02 -3.25e-02
## 1195 -6.47e-02 4.79e-02 2.23e-02 5.20e-02 -5.15e-02 4.58e-02 1.32e-01
## 1196 -3.91e-02 -8.98e-03 1.65e-02 5.50e-02 -1.06e-02 3.84e-03 7.62e-02
## 1197 -6.81e-04 -9.17e-03 3.54e-03 8.68e-03 -9.48e-03 -1.69e-03 1.71e-02
## 1198 1.11e-02 -1.00e-02 2.17e-03 -8.20e-03 -1.77e-03 -5.68e-04 1.75e-02
## 1199 1.55e-04 2.37e-04 3.58e-04 -1.99e-04 -1.99e-04 -6.70e-04 1.42e-03
## 1200 -2.45e-04 -4.13e-04 4.33e-04 2.20e-04 1.33e-04 -4.90e-04 -9.24e-04
## 1201 1.36e-02 1.88e-03 -8.73e-03 -2.32e-02 2.49e-02 -1.18e-03 -4.00e-02
## 1202 7.38e-03 -7.83e-03 1.61e-03 -5.19e-03 6.46e-04 -4.38e-04 1.21e-02
## 1203 -1.49e-02 1.35e-02 1.37e-02 -8.19e-04 1.07e-02 -2.10e-02 -3.49e-02
## 1204 1.53e-02 -7.53e-03 -3.84e-03 -1.97e-02 1.23e-02 7.43e-03 -2.52e-02
## 1205 2.44e-02 5.21e-02 -1.77e-02 -7.00e-02 9.30e-03 2.88e-02 -9.66e-02
## 1206 2.20e-03 -1.75e-02 -4.57e-03 2.12e-03 1.45e-02 1.19e-02 -2.89e-02
## 1207 -7.93e-03 -4.40e-03 -3.73e-03 1.39e-02 -3.82e-03 3.43e-03 -2.10e-02
## 1208 5.35e-02 1.38e-02 -1.66e-02 -8.55e-02 4.53e-02 -4.05e-03 -1.04e-01
## 1209 1.48e-02 2.85e-02 -5.75e-02 1.42e-02 -4.50e-02 7.14e-03 -8.82e-02
## 1210 -4.34e-02 8.90e-03 2.67e-02 4.49e-02 -3.08e-02 -1.71e-02 5.80e-02
## 1211 -8.53e-03 -7.75e-03 -1.24e-02 2.85e-02 -5.09e-02 1.17e-02 -7.38e-02
## 1212 1.27e-02 3.25e-02 -3.05e-02 3.29e-03 -9.96e-03 -2.39e-02 5.70e-02
## 1213 -2.80e-03 -4.90e-03 -8.53e-03 8.35e-03 -1.29e-02 1.32e-02 -3.65e-02
## 1214 -1.23e-03 -6.47e-04 -4.58e-04 1.87e-03 4.00e-04 4.74e-04 -2.91e-03
## 1215 -3.52e-04 -6.30e-06 2.07e-04 6.15e-04 -1.86e-04 -5.76e-04 9.55e-04
## 1216 2.47e-03 -2.31e-03 -3.37e-03 -3.03e-04 1.16e-03 2.42e-03 -5.12e-03
## 1217 1.58e-03 -5.18e-06 -1.05e-03 -2.46e-03 -2.31e-04 2.63e-03 -4.69e-03
## 1218 5.96e-03 3.14e-03 2.35e-03 -9.73e-03 3.40e-04 -2.15e-03 1.43e-02
## 1219 -3.64e-03 3.96e-04 3.24e-03 5.34e-03 1.57e-03 -7.47e-03 1.36e-02
## 1220 -5.09e-03 -2.00e-02 -5.64e-03 3.71e-02 -1.16e-02 -5.50e-02 -6.54e-02
## 1221 -1.60e-02 -2.79e-02 2.86e-02 1.90e-02 -2.89e-02 -8.80e-03 -5.56e-02
## 1222 -1.83e-02 3.67e-02 1.86e-02 -3.95e-03 -4.41e-02 -1.02e-02 -6.40e-02
## 1223 -6.23e-03 7.12e-03 -1.54e-03 3.01e-03 2.79e-03 1.33e-03 -1.11e-02
## 1224 -8.43e-03 1.79e-03 1.66e-02 3.09e-03 -1.88e-02 -1.38e-02 -2.85e-02
## 1225 3.93e-03 -8.25e-03 -1.05e-02 6.05e-03 2.74e-03 3.16e-03 -1.68e-02
## 1226 -7.85e-03 -3.45e-02 1.06e-02 1.69e-02 6.23e-02 -1.38e-02 8.90e-02
## 1227 -1.77e-02 -1.52e-03 1.56e-02 1.46e-02 -3.15e-03 -2.22e-02 -3.18e-02
## 1228 8.44e-03 -1.07e-02 -1.49e-02 4.24e-03 2.76e-03 5.58e-03 -2.18e-02
## 1229 3.78e-04 1.01e-04 -4.21e-04 -3.17e-04 6.55e-04 -1.26e-03 -2.08e-03
## 1230 -3.54e-04 -9.48e-03 3.88e-03 1.04e-02 -1.27e-02 -6.22e-03 2.00e-02
## 1231 -4.25e-04 1.36e-03 -1.46e-03 7.93e-04 -1.96e-04 7.68e-05 -2.47e-03
## 1232 2.77e-02 -2.31e-02 -1.00e-02 -8.61e-03 -1.26e-02 -3.20e-02 -5.93e-02
## 1233 -1.88e-03 7.26e-03 2.01e-03 -1.93e-03 -9.61e-05 -1.89e-03 1.01e-02
## 1234 -4.30e-02 3.77e-02 2.38e-02 1.16e-02 -1.60e-02 3.86e-03 -5.56e-02
## 1235 -9.33e-03 -9.79e-03 2.97e-02 -9.21e-03 1.27e-02 -1.34e-02 -4.21e-02
## 1236 2.26e-03 -1.16e-03 -9.36e-03 6.27e-03 2.42e-03 2.65e-03 1.59e-02
## 1237 -5.24e-03 1.62e-02 2.53e-03 -3.65e-03 -5.21e-03 5.36e-03 2.04e-02
## 1238 1.14e-02 -1.68e-02 6.67e-03 -9.39e-03 -1.26e-02 2.65e-02 4.23e-02
## 1239 2.61e-02 -1.21e-02 -1.97e-02 -7.89e-03 -1.32e-03 -1.32e-03 2.75e-02
## 1240 7.66e-03 -7.16e-03 -4.35e-03 -9.56e-04 -4.04e-04 2.91e-05 9.77e-03
## 1241 1.39e-03 -4.71e-04 -1.86e-03 -2.08e-03 -4.34e-04 4.10e-03 -7.37e-03
## 1242 7.91e-02 8.50e-03 -9.52e-02 -2.10e-02 -8.87e-03 8.18e-03 1.06e-01
## 1243 2.32e-02 6.64e-02 -7.20e-02 -2.91e-02 1.38e-01 -2.29e-02 1.89e-01
## 1244 -2.19e-02 -1.87e-03 2.51e-02 1.38e-02 -8.72e-03 1.84e-03 3.27e-02
## 1245 -7.01e-05 -3.89e-03 -8.80e-04 2.28e-03 -1.08e-03 2.60e-03 -6.22e-03
## 1246 -2.96e-05 -1.84e-05 -1.29e-05 3.76e-05 2.44e-05 3.45e-05 -8.39e-05
## 1247 -2.53e-02 -2.77e-03 2.02e-02 2.22e-02 -2.45e-03 -2.94e-02 -4.31e-02
## 1248 7.44e-03 7.11e-03 8.84e-03 -1.00e-02 -7.35e-03 -1.56e-02 3.77e-02
## 1249 -5.17e-03 -1.25e-03 3.88e-03 3.39e-03 -3.97e-04 1.25e-03 -6.70e-03
## 1250 -1.28e-03 -1.03e-03 -1.08e-03 1.41e-03 2.33e-03 2.00e-03 -5.33e-03
## 1251 -3.15e-03 6.24e-04 1.52e-02 -1.29e-02 1.29e-03 2.14e-02 2.90e-02
## 1252 9.46e-03 -1.01e-02 4.36e-03 -8.07e-03 3.34e-03 7.77e-04 2.02e-02
## 1253 3.85e-03 -1.65e-02 -4.29e-03 1.06e-04 7.04e-03 1.61e-02 -2.69e-02
## 1254 -2.52e-02 -4.24e-05 2.21e-02 3.12e-02 -2.87e-02 -5.23e-02 -6.30e-02
## 1255 5.84e-02 -2.19e-02 -4.78e-02 -3.91e-02 2.46e-02 1.45e-02 -7.31e-02
## 1256 3.95e-02 8.74e-03 -4.08e-02 4.27e-04 -4.25e-02 -1.63e-02 7.32e-02
## 1257 -3.22e-02 2.77e-02 3.07e-02 -3.57e-03 1.55e-03 -1.58e-02 -5.31e-02
## 1258 -2.23e-03 4.29e-02 1.11e-02 -1.46e-02 -3.09e-02 -1.30e-02 6.76e-02
## 1259 -2.14e-03 -1.78e-03 -1.87e-03 2.06e-03 4.99e-03 3.67e-03 -9.62e-03
## 1260 -2.66e-04 -1.39e-04 -2.05e-04 6.00e-04 -2.17e-04 -2.75e-04 -9.21e-04
## 1261 1.69e-03 -2.37e-02 -6.02e-03 1.33e-02 -2.34e-03 3.34e-03 -3.34e-02
## 1262 -1.38e-03 5.03e-04 2.47e-03 3.18e-03 -7.44e-03 -1.15e-03 1.04e-02
## 1263 1.31e-02 6.76e-03 -1.19e-02 -6.63e-03 2.23e-02 -7.04e-02 -9.02e-02
## 1264 -2.02e-02 5.38e-03 3.65e-02 2.14e-03 8.53e-04 -6.87e-02 -8.90e-02
## 1265 -9.40e-02 -3.12e-02 3.08e-02 1.37e-01 -9.91e-02 9.41e-02 2.30e-01
## 1266 -3.08e-02 -2.68e-03 2.88e-02 2.62e-02 -2.04e-02 -3.25e-02 -5.37e-02
## 1267 2.12e-02 -2.99e-02 -9.70e-03 -2.03e-02 2.08e-02 3.00e-02 -5.40e-02
## 1268 -4.45e-03 -5.04e-03 -9.25e-03 1.93e-02 -4.20e-02 8.76e-03 -5.74e-02
## 1269 -2.19e-02 2.68e-02 -3.64e-02 6.63e-02 -4.61e-02 -1.27e-02 9.66e-02
## 1270 1.68e-02 -1.10e-03 -1.07e-02 -3.10e-02 6.09e-03 4.07e-02 -5.57e-02
## 1271 3.62e-03 -7.17e-03 2.80e-03 -1.81e-03 -3.99e-03 7.69e-03 1.46e-02
## 1272 1.18e-02 -1.12e-02 2.45e-03 -7.68e-03 -3.59e-03 -1.25e-03 1.91e-02
## 1273 -1.75e-03 1.36e-02 -5.60e-03 -1.03e-02 8.66e-03 1.23e-02 -2.58e-02
## 1274 6.23e-03 -6.31e-03 1.37e-03 -3.75e-03 -2.17e-03 -8.64e-04 1.04e-02
## 1275 -7.80e-06 -1.11e-02 -2.56e-03 8.72e-03 -8.48e-03 3.16e-03 -1.85e-02
## 1276 -4.71e-02 -6.71e-03 1.69e-02 9.11e-02 -6.68e-02 -4.66e-02 1.08e-01
## 1277 -1.96e-03 9.18e-03 -3.84e-03 -5.78e-03 5.52e-03 8.04e-03 -1.74e-02
## 1278 -8.58e-02 6.83e-02 3.20e-02 5.68e-02 -7.68e-02 1.04e-01 2.08e-01
## 1279 -4.17e-04 1.79e-04 -1.10e-03 3.74e-03 -4.73e-03 -7.35e-03 -8.80e-03
## 1280 -1.91e-02 3.05e-02 3.22e-02 -4.29e-02 2.50e-02 3.27e-02 -7.16e-02
## 1281 -2.66e-02 2.03e-02 2.45e-02 -8.85e-04 -1.13e-02 2.56e-03 -4.12e-02
## 1282 -2.58e-04 -1.22e-03 -2.41e-03 1.39e-03 -3.26e-03 4.00e-03 -1.00e-02
## 1283 1.19e-03 -3.17e-02 -8.97e-03 4.03e-02 -3.06e-02 -4.97e-02 -7.28e-02
## 1284 6.87e-03 -4.73e-03 -2.72e-02 1.11e-02 2.57e-03 7.02e-03 -3.60e-02
## 1285 2.37e-02 -9.81e-02 1.79e-02 6.31e-03 -7.26e-03 8.42e-02 1.38e-01
## 1286 -8.46e-04 -3.43e-03 1.09e-03 2.28e-03 -2.04e-03 4.87e-03 7.75e-03
## 1287 -1.94e-02 2.02e-02 2.13e-02 -1.02e-02 1.01e-02 -7.69e-03 -3.92e-02
## 1288 5.24e-04 -4.89e-05 -1.14e-03 7.63e-04 -1.33e-03 5.35e-04 2.34e-03
## 1289 -1.03e-03 2.45e-03 -9.86e-04 -5.16e-05 -7.71e-05 4.39e-04 -3.98e-03
## 1290 3.13e-03 1.08e-03 -1.37e-02 1.94e-02 -3.71e-02 -4.67e-02 -7.01e-02
## 1291 -3.30e-03 -5.00e-03 4.92e-03 3.39e-03 -1.16e-03 -2.73e-03 -8.95e-03
## 1292 -2.49e-02 -2.06e-02 4.46e-02 3.10e-03 -6.72e-03 1.21e-02 -5.39e-02
## 1293 2.13e-03 -6.01e-04 -2.69e-03 -5.01e-03 7.86e-03 4.48e-03 -1.16e-02
## 1294 -1.14e-02 1.25e-03 2.92e-02 -2.17e-02 2.32e-02 -3.83e-03 -5.14e-02
## 1295 1.34e-02 4.33e-04 -2.29e-02 5.90e-03 -7.55e-03 -1.94e-03 2.63e-02
## 1296 6.41e-03 2.23e-02 -1.96e-02 -3.50e-03 -2.46e-02 6.53e-03 -4.27e-02
## 1297 1.24e-02 5.87e-04 7.01e-03 -4.08e-02 2.13e-02 6.85e-02 7.49e-02
## 1298 -9.35e-03 6.13e-03 -3.25e-03 6.92e-03 1.27e-03 7.26e-03 -1.88e-02
## 1299 3.80e-03 3.52e-03 -5.39e-03 -3.05e-03 -1.90e-04 -9.80e-04 -7.72e-03
## 1300 3.56e-04 1.55e-05 -4.41e-04 -3.93e-04 4.60e-04 -4.30e-04 -1.56e-03
## 1301 9.79e-05 -1.85e-04 7.51e-05 -3.39e-05 1.13e-04 -9.49e-05 3.57e-04
## 1302 -1.19e-02 -8.80e-03 -2.32e-02 4.08e-02 1.78e-02 8.73e-04 6.39e-02
## 1303 2.29e-02 -2.14e-02 -3.12e-02 -2.80e-03 1.07e-02 2.23e-02 -4.73e-02
## 1304 1.50e-02 9.39e-03 -8.74e-03 1.31e-02 -7.54e-02 -6.86e-02 -1.01e-01
## 1305 5.66e-03 -7.56e-04 -6.25e-03 -8.66e-03 3.91e-03 7.86e-03 -2.15e-02
## 1306 1.24e-02 -1.36e-02 1.96e-02 -3.29e-02 1.20e-02 4.45e-03 -4.81e-02
## 1307 -1.96e-03 5.00e-02 1.28e-02 -2.22e-02 -2.19e-02 -1.18e-02 7.38e-02
## 1308 7.52e-04 5.30e-04 5.17e-04 -9.95e-04 -7.88e-04 -8.49e-04 2.58e-03
## 1309 2.16e-04 6.18e-04 -5.98e-04 1.23e-04 -3.61e-04 -3.03e-04 1.10e-03
## 1310 4.56e-03 2.65e-03 2.25e-03 -7.28e-03 -3.38e-04 -2.63e-03 1.22e-02
## 1311 -1.03e-01 3.72e-02 2.19e-02 1.53e-01 -1.02e-01 -7.85e-02 1.81e-01
## 1312 2.86e-02 5.57e-03 -2.43e-02 -1.68e-02 -4.95e-03 -2.13e-03 3.37e-02
## 1313 -1.97e-04 1.03e-03 1.39e-04 -1.30e-04 -5.01e-04 -5.88e-04 1.33e-03
## 1314 -4.74e-03 -2.27e-03 -3.37e-03 9.00e-03 4.21e-03 -7.12e-03 -1.71e-02
## 1315 4.70e-02 -2.17e-02 -4.46e-02 -1.59e-02 2.80e-03 -4.63e-03 -6.06e-02
## 1316 -6.19e-03 1.83e-02 5.72e-03 -1.56e-03 -1.55e-02 4.68e-03 3.12e-02
## 1317 9.67e-03 -1.12e-02 -3.81e-03 -9.31e-03 5.24e-03 1.18e-02 -2.11e-02
## 1318 -1.43e-02 4.91e-03 8.80e-03 4.85e-03 1.16e-03 6.13e-03 -1.70e-02
## 1319 -3.88e-03 3.39e-02 -3.39e-02 1.24e-02 -1.74e-02 1.88e-03 -5.75e-02
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## 1321 -4.24e-03 -2.80e-02 3.02e-02 -1.26e-02 1.06e-02 5.65e-03 -5.31e-02
## 1322 3.85e-02 -2.93e-02 -1.28e-02 -4.16e-02 4.21e-02 5.05e-03 -7.33e-02
## 1323 -5.06e-04 1.00e-03 9.52e-04 -9.88e-04 -1.57e-05 9.39e-05 -1.91e-03
## 1324 -4.23e-03 3.57e-03 -1.78e-03 2.43e-03 2.49e-03 2.42e-03 -9.06e-03
## 1325 6.31e-04 -9.73e-04 1.69e-04 -7.34e-04 4.68e-04 1.40e-03 1.79e-03
## 1326 4.85e-03 3.54e-04 -3.94e-03 -9.18e-03 1.40e-02 -5.52e-04 -1.91e-02
## 1327 3.49e-02 4.18e-02 -4.21e-02 -4.36e-02 -8.82e-03 6.87e-02 1.06e-01
## 1328 -6.09e-03 -1.17e-03 3.13e-03 4.51e-03 1.56e-02 -1.86e-03 2.17e-02
## 1329 -1.56e-02 2.11e-02 -4.10e-03 1.01e-02 -8.28e-03 1.16e-03 -2.98e-02
## 1330 -1.92e-03 3.11e-03 -6.65e-04 8.18e-05 1.56e-03 9.40e-04 -4.40e-03
## 1331 -1.95e-02 -1.20e-02 1.88e-02 -2.59e-02 1.01e-01 1.14e-01 1.55e-01
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## 1333 -3.66e-03 1.49e-03 2.40e-03 5.48e-04 1.88e-03 1.30e-03 -4.66e-03
## 1334 7.46e-03 1.99e-03 -4.13e-03 -8.27e-03 6.23e-05 -7.35e-03 -1.82e-02
## 1335 7.40e-03 1.95e-03 -5.62e-03 -4.49e-03 9.54e-04 -3.78e-03 1.04e-02
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## 1338 4.40e-04 3.29e-04 3.21e-04 -4.80e-04 -8.24e-04 -5.96e-04 1.70e-03
## 1339 -1.55e-02 -4.00e-03 1.37e-02 3.54e-03 1.14e-02 8.75e-03 -2.50e-02
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## 1342 -4.39e-03 -3.40e-03 -4.31e-03 9.61e-03 -8.60e-03 5.10e-03 -2.09e-02
## 1343 2.78e-03 5.42e-03 1.07e-02 -4.50e-03 -9.65e-03 -8.48e-03 3.73e-02
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## 1346 5.98e-04 -1.65e-03 7.60e-04 1.19e-03 -1.86e-03 -2.50e-03 4.06e-03
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## 1348 -3.42e-02 4.08e-02 2.36e-02 -4.91e-03 -1.02e-02 9.55e-03 -5.52e-02
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## 1351 2.61e-02 -8.99e-03 -1.60e-02 -1.15e-02 5.61e-03 -9.23e-03 3.09e-02
## 1352 -1.98e-02 -5.56e-03 8.76e-03 1.04e-02 5.90e-02 7.50e-03 7.38e-02
## 1353 6.43e-03 -6.55e-03 -2.43e-03 -7.59e-03 8.68e-03 5.91e-03 -1.43e-02
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## 1355 5.07e-02 5.45e-02 -1.89e-02 -1.31e-01 6.80e-02 7.06e-02 -1.49e-01
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## 1357 6.32e-03 1.21e-03 -6.78e-03 -5.57e-03 5.93e-03 -1.40e-02 -2.76e-02
## 1358 -2.15e-02 -4.75e-03 3.22e-02 -1.17e-02 2.65e-02 5.08e-02 6.56e-02
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## 1363 1.23e-02 -1.13e-02 -4.54e-03 -1.06e-02 9.97e-03 -2.48e-04 -2.32e-02
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## 1367 1.55e-03 -2.88e-03 -1.03e-03 4.16e-04 1.49e-03 -3.31e-03 -6.06e-03
## 1368 -1.07e-02 -1.27e-02 1.04e-02 9.97e-03 7.86e-04 4.39e-03 -2.17e-02
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## 1395 1.46e-04 3.76e-02 1.16e-02 -4.26e-02 -1.20e-02 7.87e-02 1.04e-01
## 1396 4.98e-05 -4.06e-03 -9.57e-04 2.76e-03 -1.94e-03 1.42e-03 -6.29e-03
## 1397 -9.89e-03 1.19e-02 -1.75e-02 2.79e-02 -2.17e-02 7.94e-03 4.81e-02
## 1398 1.82e-03 4.99e-02 4.01e-02 -9.65e-02 4.93e-02 2.62e-02 -1.20e-01
## 1399 -1.06e-03 1.71e-03 -7.13e-04 4.54e-04 -7.92e-04 8.99e-04 -3.31e-03
## 1400 2.84e-03 -9.32e-06 -1.89e-03 -4.42e-03 -4.16e-04 4.74e-03 -8.44e-03
## 1401 1.13e-02 -2.33e-02 -6.73e-03 -8.70e-03 1.07e-02 2.70e-02 -4.09e-02
## 1402 -1.02e-01 4.22e-02 2.36e-02 1.08e-01 -1.12e-02 -9.84e-03 1.48e-01
## 1403 -1.47e-02 2.83e-02 -6.01e-03 -3.37e-03 1.53e-02 9.72e-03 -3.91e-02
## 1404 -1.04e-02 2.18e-02 5.80e-03 -6.72e-03 3.84e-02 -1.60e-02 5.53e-02
## 1405 2.27e-03 5.17e-02 -1.65e-02 -1.10e-02 -9.71e-02 1.75e-02 -1.33e-01
## 1406 -1.43e-02 3.39e-03 4.64e-02 -3.11e-02 2.88e-02 2.63e-02 6.71e-02
## 1407 4.44e-02 1.30e-02 -1.46e-02 -6.46e-02 2.89e-02 -2.25e-02 -8.98e-02
## 1408 2.55e-02 -7.32e-03 -1.40e-02 -1.35e-02 -1.08e-03 -3.07e-03 2.74e-02
## 1409 -1.37e-03 3.42e-03 -9.85e-03 6.66e-03 -4.65e-04 9.26e-04 -1.48e-02
## 1410 1.45e-02 -4.90e-04 -2.07e-02 -5.64e-03 -2.16e-03 8.82e-03 -2.61e-02
## 1411 -1.40e-03 2.05e-02 -7.09e-03 -4.94e-03 -1.25e-02 -4.73e-03 -3.28e-02
## 1412 -4.70e-03 -1.91e-03 -1.99e-03 8.73e-03 1.45e-03 -5.46e-03 -1.25e-02
## 1413 -3.23e-02 1.42e-02 2.17e-02 1.60e-02 -2.08e-02 3.23e-03 -4.21e-02
## 1414 9.93e-03 -7.33e-03 -4.53e-03 -5.81e-03 1.90e-04 7.86e-03 1.34e-02
## 1415 1.45e-02 2.71e-03 -6.75e-03 -1.45e-02 -2.47e-02 6.40e-03 -4.14e-02
## 1416 -1.40e-02 7.73e-03 1.10e-02 -2.65e-03 1.06e-02 7.76e-03 -2.16e-02
## 1417 1.50e-02 -3.43e-02 -9.25e-03 4.34e-03 -3.27e-02 2.95e-02 -6.82e-02
## 1418 -1.59e-03 1.99e-03 -1.00e-03 -3.67e-04 2.52e-03 3.02e-03 -5.48e-03
## 1419 5.42e-03 -1.18e-02 -3.53e-03 -8.95e-05 -2.98e-04 4.18e-03 -1.69e-02
## 1420 -2.00e-03 -8.95e-03 1.05e-02 -1.32e-03 4.18e-03 -9.98e-03 -2.18e-02
## 1421 1.05e-02 4.24e-05 -9.97e-03 -1.63e-02 1.43e-02 3.63e-03 -3.51e-02
## 1422 3.04e-02 -3.63e-02 -4.40e-02 2.72e-02 7.61e-03 -2.16e-02 6.89e-02
## 1423 4.20e-03 -1.92e-02 -6.29e-03 1.37e-02 7.47e-03 -3.16e-02 -4.60e-02
## 1424 1.84e-03 -3.67e-03 1.17e-02 -6.91e-03 -2.23e-03 -4.31e-03 1.84e-02
## 1425 3.54e-03 -1.40e-02 -3.69e-03 4.16e-03 -4.97e-03 7.28e-03 -2.12e-02
## 1426 -4.06e-03 6.58e-03 -2.86e-03 5.57e-04 -2.30e-03 7.33e-03 -1.47e-02
## 1427 1.78e-03 -1.88e-02 -4.71e-03 7.10e-03 2.41e-03 9.77e-03 -2.73e-02
## 1428 -9.00e-03 -2.22e-02 2.63e-02 5.41e-03 1.63e-02 -4.53e-02 -6.96e-02
## 1429 1.49e-03 -1.11e-02 -2.81e-03 5.88e-04 8.37e-03 1.07e-02 -1.91e-02
## 1430 -1.43e-02 5.69e-02 -1.00e-02 1.52e-03 -1.02e-02 -5.19e-02 -8.00e-02
## 1431 -1.32e-03 2.11e-04 6.19e-03 -1.25e-02 3.93e-02 1.10e-02 4.49e-02
## 1432 -1.09e-03 2.49e-02 5.83e-03 -2.01e-02 2.59e-02 -6.45e-03 4.52e-02
## 1433 -1.87e-03 3.28e-03 1.01e-02 -1.04e-02 4.62e-02 -1.22e-02 6.25e-02
## 1434 2.41e-02 -7.14e-03 -1.38e-02 -1.07e-02 -6.79e-04 -8.49e-03 2.75e-02
## 1435 2.32e-02 -3.47e-02 4.46e-02 -7.04e-02 1.68e-02 3.97e-02 -1.07e-01
## 1436 1.89e-02 5.41e-03 -1.33e-02 -2.10e-02 1.87e-02 -3.58e-02 -6.55e-02
## 1437 4.65e-03 -4.43e-03 9.53e-04 -3.21e-03 -8.99e-04 -3.70e-04 7.44e-03
## 1438 6.31e-02 8.18e-03 -1.01e-01 3.62e-02 -3.06e-02 -4.12e-02 1.48e-01
## 1439 2.18e-03 5.80e-04 -1.40e-03 -1.47e-03 -7.50e-04 -5.02e-04 2.88e-03
## 1440 -5.32e-04 1.42e-03 2.63e-03 1.20e-03 8.95e-04 -8.40e-03 1.23e-02
## 1441 -3.23e-03 8.61e-03 -2.99e-03 3.38e-03 3.45e-04 -1.55e-02 -1.99e-02
## 1442 2.88e-02 -2.65e-02 3.70e-02 -7.24e-02 -1.11e-03 4.84e-02 -1.05e-01
## 1443 3.67e-04 -5.69e-04 -9.38e-04 9.39e-04 -2.83e-05 -1.51e-03 -2.07e-03
## 1444 3.01e-02 -5.81e-03 -5.13e-02 -3.21e-02 1.23e-01 6.43e-02 1.47e-01
## 1445 -5.96e-02 9.52e-02 1.61e-01 -9.90e-02 -1.86e-02 -1.11e-01 -2.65e-01
## 1446 -1.27e-02 2.00e-02 5.68e-03 -1.60e-03 3.50e-02 -1.70e-02 5.25e-02
## 1447 4.25e-04 9.15e-04 1.56e-03 -8.87e-04 6.07e-04 -2.77e-03 6.16e-03
## 1448 -1.25e-02 -2.41e-02 2.37e-02 1.22e-02 -2.70e-02 9.24e-03 -5.01e-02
## 1449 -7.03e-03 5.16e-04 6.28e-03 1.29e-02 -1.08e-02 -9.86e-03 2.41e-02
## 1450 -2.73e-03 -3.42e-03 -4.63e-03 2.53e-03 6.87e-03 9.16e-03 -1.97e-02
## 1451 -5.16e-03 1.99e-02 5.29e-03 -4.83e-03 4.04e-03 -1.10e-02 2.95e-02
## 1452 -2.35e-03 1.37e-02 -5.27e-03 -5.33e-03 -4.90e-03 8.98e-03 -2.45e-02
## 1453 2.23e-02 -1.25e-02 -6.66e-03 -1.63e-02 6.44e-03 -2.15e-02 -4.29e-02
## 1454 2.78e-03 5.09e-03 -5.13e-03 -2.10e-03 -2.88e-05 2.28e-03 9.01e-03
## 1455 1.35e-02 5.89e-03 -9.16e-03 -8.76e-03 4.64e-03 -4.64e-02 -5.99e-02
## 1456 1.20e-02 -1.86e-02 -6.16e-03 -1.12e-02 1.97e-02 1.26e-02 -3.39e-02
## 1457 1.14e-02 -1.08e-02 -1.62e-02 2.90e-03 -3.64e-03 5.73e-03 -2.31e-02
## 1458 2.00e-02 -3.18e-02 -1.03e-02 -1.36e-02 1.79e-02 1.79e-02 -5.08e-02
## 1459 4.57e-03 -1.58e-02 -4.36e-03 -4.45e-04 8.62e-03 1.14e-02 -2.44e-02
## 1460 -2.79e-03 2.74e-03 -1.16e-03 2.91e-03 1.11e-04 -2.93e-03 -6.18e-03
## 1461 1.83e-03 1.28e-03 -2.41e-03 -8.17e-04 -1.39e-04 -5.27e-04 3.02e-03
## 1462 -2.19e-02 -4.50e-03 8.65e-03 3.70e-02 -2.56e-02 -3.55e-03 4.70e-02
## 1463 1.48e-02 -2.03e-02 -1.16e-02 1.18e-03 2.12e-02 -6.15e-03 3.55e-02
## 1464 8.67e-03 8.51e-03 9.57e-03 -1.46e-02 1.03e-02 -2.57e-02 4.93e-02
## 1465 -7.75e-04 -5.20e-04 -4.08e-04 1.03e-03 4.25e-04 1.09e-03 -2.40e-03
## 1466 -8.07e-03 2.33e-02 -8.86e-03 6.05e-04 4.21e-03 -1.47e-02 -3.85e-02
## 1467 8.76e-03 -3.83e-02 7.11e-03 7.36e-03 1.37e-03 1.17e-02 4.45e-02
## 1468 7.95e-03 4.79e-03 4.36e-03 -1.32e-02 1.22e-03 -5.11e-03 2.26e-02
## 1469 2.02e-04 3.22e-03 2.67e-02 -3.69e-02 6.13e-03 1.88e-02 -5.39e-02
## 1470 4.55e-03 -8.29e-04 -9.49e-03 2.08e-04 2.74e-03 1.67e-03 -1.14e-02
## cov.r cook.d hat inf
## 1 1.012 2.79e-04 0.008854 *
## 2 1.004 1.42e-03 0.005909
## 3 1.005 3.53e-04 0.003311
## 4 1.004 2.20e-04 0.002123
## 5 1.014 1.46e-04 0.010105 *
## 6 1.006 1.29e-04 0.002667
## 7 1.002 3.45e-03 0.007963
## 8 1.008 1.44e-05 0.003858
## 9 1.004 1.50e-04 0.001708
## 10 1.006 8.83e-05 0.002955
## 11 1.004 1.55e-04 0.001789
## 12 1.006 3.88e-05 0.002207
## 13 1.007 1.24e-04 0.004007
## 14 1.006 5.94e-05 0.002660
## 15 1.005 1.86e-04 0.002540
## 16 1.001 6.51e-04 0.002856
## 17 1.006 6.73e-05 0.002691
## 18 1.007 9.46e-05 0.003750
## 19 1.012 1.90e-05 0.007558
## 20 1.005 7.27e-05 0.001551
## 21 1.007 7.95e-05 0.003429
## 22 1.005 4.38e-04 0.003725
## 23 0.999 8.89e-04 0.002905
## 24 1.007 9.42e-09 0.003342
## 25 1.006 1.89e-04 0.003279
## 26 0.991 2.70e-03 0.003879
## 27 1.006 2.96e-04 0.003529
## 28 1.007 1.66e-05 0.002909
## 29 1.008 3.88e-04 0.005475
## 30 0.959 7.64e-03 0.003776 *
## 31 1.005 5.59e-05 0.001604
## 32 1.009 8.10e-06 0.004655
## 33 1.001 3.67e-04 0.001965
## 34 1.005 4.74e-04 0.003739
## 35 1.007 1.76e-09 0.003087
## 36 1.003 6.33e-04 0.003370
## 37 1.003 1.47e-03 0.005410
## 38 1.004 1.12e-04 0.001741
## 39 1.011 5.88e-04 0.008352
## 40 1.005 1.06e-06 0.000964
## 41 1.005 1.32e-04 0.002413
## 42 1.007 5.94e-07 0.003323
## 43 1.007 8.76e-07 0.003017
## 44 1.002 3.22e-04 0.001980
## 45 1.004 2.17e-04 0.002377
## 46 0.991 3.75e-03 0.004951
## 47 1.006 7.53e-05 0.002584
## 48 1.005 1.01e-04 0.002162
## 49 1.003 2.51e-04 0.001977
## 50 1.007 1.81e-04 0.004192
## 51 1.009 5.32e-04 0.007036
## 52 1.008 2.39e-05 0.003782
## 53 1.008 1.23e-04 0.004917
## 54 0.999 4.12e-04 0.001494
## 55 1.010 2.34e-05 0.005751
## 56 0.999 1.01e-03 0.002916
## 57 1.007 5.52e-04 0.005109
## 58 1.006 8.02e-06 0.002090
## 59 1.007 1.61e-05 0.002923
## 60 1.008 7.77e-06 0.003992
## 61 1.005 3.79e-07 0.001292
## 62 1.001 1.24e-03 0.004224
## 63 1.012 1.40e-03 0.011114
## 64 0.994 7.03e-03 0.008840 *
## 65 1.007 2.31e-05 0.002894
## 66 0.999 2.17e-03 0.005113
## 67 1.005 8.30e-06 0.001161
## 68 1.003 5.62e-04 0.003057
## 69 1.004 1.81e-04 0.001921
## 70 1.008 4.60e-06 0.003438
## 71 1.008 3.17e-03 0.011036
## 72 1.005 3.99e-05 0.001888
## 73 1.007 1.64e-05 0.002964
## 74 1.006 2.22e-07 0.001407
## 75 1.005 3.94e-05 0.001465
## 76 1.006 1.31e-04 0.002690
## 77 1.003 6.70e-04 0.003511
## 78 0.994 3.54e-03 0.005482
## 79 0.991 2.56e-03 0.003746
## 80 1.006 6.76e-04 0.005124
## 81 1.008 3.48e-05 0.004377
## 82 1.003 1.05e-04 0.001139
## 83 1.010 4.76e-04 0.007044
## 84 1.003 9.39e-04 0.004316
## 85 1.006 1.39e-05 0.001622
## 86 1.007 3.45e-04 0.004987
## 87 1.009 4.07e-06 0.004604
## 88 0.997 1.70e-03 0.003804
## 89 1.005 1.06e-04 0.001820
## 90 1.007 4.18e-05 0.002947
## 91 1.009 3.97e-04 0.006521
## 92 1.009 1.39e-03 0.008844
## 93 1.007 3.31e-05 0.002908
## 94 1.005 1.09e-04 0.002368
## 95 1.006 7.81e-05 0.002545
## 96 1.009 2.51e-03 0.010532
## 97 1.005 3.13e-04 0.003495
## 98 1.008 1.35e-08 0.003561
## 99 1.015 6.88e-03 0.019083 *
## 100 1.000 1.19e-03 0.003885
## 101 1.003 2.76e-04 0.001955
## 102 1.008 1.99e-05 0.003928
## 103 1.007 1.12e-04 0.003409
## 104 1.003 6.34e-04 0.003616
## 105 1.009 2.33e-06 0.004592
## 106 0.989 7.64e-03 0.008120 *
## 107 0.981 3.17e-03 0.003002 *
## 108 1.005 9.83e-05 0.002087
## 109 1.008 2.14e-06 0.003916
## 110 1.007 9.15e-05 0.003104
## 111 1.005 4.86e-04 0.003704
## 112 1.005 1.20e-06 0.001165
## 113 0.986 4.34e-03 0.004702 *
## 114 1.008 1.36e-05 0.004105
## 115 1.007 6.63e-07 0.003348
## 116 1.004 3.23e-05 0.000953
## 117 0.999 3.10e-04 0.001258
## 118 1.003 2.53e-04 0.002056
## 119 1.005 1.41e-04 0.002488
## 120 1.010 1.50e-03 0.009426
## 121 1.003 3.00e-04 0.002420
## 122 1.008 1.18e-05 0.003970
## 123 1.002 2.53e-03 0.006862
## 124 1.001 2.55e-03 0.006646
## 125 1.007 2.18e-05 0.003231
## 126 1.006 3.80e-05 0.002659
## 127 0.995 2.85e-02 0.021895 *
## 128 1.010 6.30e-05 0.005841
## 129 1.009 1.79e-05 0.004549
## 130 1.003 9.10e-04 0.004367
## 131 1.005 6.93e-05 0.001648
## 132 1.007 1.30e-04 0.003444
## 133 1.005 6.52e-06 0.001383
## 134 1.008 1.37e-07 0.003696
## 135 1.007 1.65e-04 0.003818
## 136 1.007 2.64e-05 0.002879
## 137 1.006 4.30e-04 0.004325
## 138 1.004 9.94e-04 0.004957
## 139 0.995 9.41e-04 0.002126
## 140 1.010 3.80e-05 0.006413
## 141 1.009 2.50e-04 0.005662
## 142 1.000 5.75e-04 0.002366
## 143 1.008 5.29e-05 0.004051
## 144 1.006 6.05e-05 0.002126
## 145 1.008 6.49e-05 0.003968
## 146 1.006 4.36e-05 0.002171
## 147 1.007 1.23e-04 0.003696
## 148 0.976 2.10e-03 0.001706 *
## 149 1.001 4.37e-04 0.002005
## 150 1.009 2.08e-06 0.004993
## 151 0.999 1.44e-03 0.003958
## 152 1.008 2.00e-05 0.004387
## 153 0.999 4.79e-03 0.008711
## 154 0.987 1.20e-02 0.010674 *
## 155 1.003 1.45e-04 0.001292
## 156 1.007 1.29e-04 0.003747
## 157 1.009 3.76e-05 0.005426
## 158 1.004 2.36e-03 0.007480
## 159 1.008 1.73e-04 0.005020
## 160 1.004 4.41e-04 0.003088
## 161 1.008 1.58e-06 0.004322
## 162 1.012 1.76e-04 0.007859
## 163 1.010 5.30e-05 0.005841
## 164 1.015 1.32e-05 0.010331 *
## 165 1.007 2.26e-06 0.002895
## 166 0.965 4.86e-03 0.002838 *
## 167 0.995 4.37e-04 0.001072
## 168 1.002 2.09e-04 0.001578
## 169 1.007 7.10e-05 0.003681
## 170 1.007 1.91e-04 0.004257
## 171 1.007 4.76e-06 0.002857
## 172 1.011 1.59e-04 0.007312
## 173 1.000 6.67e-04 0.002383
## 174 1.002 3.24e-04 0.002042
## 175 1.006 4.72e-04 0.004543
## 176 1.004 1.30e-03 0.005618
## 177 1.007 1.63e-04 0.004063
## 178 1.009 2.10e-06 0.004467
## 179 1.008 7.69e-04 0.006961
## 180 1.005 2.12e-04 0.002502
## 181 1.011 3.06e-04 0.007708
## 182 1.004 1.14e-04 0.001601
## 183 1.005 2.89e-04 0.003168
## 184 1.005 6.90e-04 0.004443
## 185 1.006 1.11e-03 0.006316
## 186 1.002 1.40e-04 0.001155
## 187 0.991 5.23e-03 0.006619
## 188 1.013 8.86e-04 0.010377 *
## 189 1.006 4.51e-04 0.004188
## 190 1.000 7.51e-04 0.002762
## 191 1.015 1.59e-03 0.013862 *
## 192 1.005 1.25e-04 0.002549
## 193 1.005 5.52e-05 0.001939
## 194 0.999 1.22e-03 0.003389
## 195 1.011 1.55e-03 0.010773
## 196 1.004 1.77e-04 0.001835
## 197 1.005 6.87e-05 0.001529
## 198 1.006 5.76e-05 0.002087
## 199 1.010 3.32e-05 0.006101
## 200 1.009 4.04e-07 0.004925
## 201 1.009 1.64e-05 0.004890
## 202 1.007 1.01e-04 0.003723
## 203 1.008 1.02e-04 0.004153
## 204 1.001 2.82e-03 0.006953
## 205 1.010 6.26e-05 0.006088
## 206 1.005 1.37e-04 0.002575
## 207 1.008 2.72e-07 0.003515
## 208 1.002 8.33e-04 0.003414
## 209 1.015 3.32e-04 0.011773 *
## 210 1.007 1.00e-04 0.003556
## 211 1.005 4.89e-04 0.004080
## 212 1.007 1.95e-04 0.003843
## 213 0.997 6.71e-04 0.001769
## 214 1.009 5.98e-04 0.006986
## 215 1.004 1.65e-04 0.002173
## 216 0.985 1.62e-03 0.001914 *
## 217 1.007 1.21e-04 0.003915
## 218 1.005 1.36e-04 0.002600
## 219 1.005 8.39e-04 0.005120
## 220 1.005 5.59e-04 0.004435
## 221 1.009 1.55e-03 0.008837
## 222 1.005 2.53e-04 0.003273
## 223 0.998 3.71e-04 0.001196
## 224 1.007 1.29e-04 0.003552
## 225 1.007 2.04e-07 0.002850
## 226 0.999 4.09e-03 0.007930
## 227 0.999 4.84e-04 0.001842
## 228 1.007 1.31e-04 0.003947
## 229 1.006 1.17e-04 0.003201
## 230 1.008 1.04e-04 0.004127
## 231 1.002 1.65e-03 0.005308
## 232 0.994 3.68e-03 0.005641
## 233 0.997 6.66e-03 0.009537 *
## 234 0.971 5.35e-03 0.003562 *
## 235 1.008 5.67e-04 0.005911
## 236 1.001 1.00e-03 0.003480
## 237 1.003 2.06e-03 0.006723
## 238 1.019 5.34e-04 0.015432 *
## 239 1.005 9.99e-06 0.001484
## 240 1.010 7.07e-06 0.006196
## 241 1.002 7.50e-04 0.003524
## 242 1.007 1.72e-05 0.003091
## 243 1.006 1.71e-04 0.003457
## 244 1.001 4.14e-04 0.001888
## 245 0.998 3.18e-03 0.006437
## 246 0.988 6.97e-03 0.007285 *
## 247 1.007 2.12e-05 0.003406
## 248 1.007 1.82e-04 0.003970
## 249 1.006 3.53e-05 0.002431
## 250 1.007 5.14e-06 0.002507
## 251 0.999 7.07e-04 0.002436
## 252 1.009 3.17e-05 0.004649
## 253 1.004 8.59e-05 0.001452
## 254 1.006 1.85e-06 0.002245
## 255 1.003 2.13e-04 0.001742
## 256 1.005 1.13e-04 0.002426
## 257 0.999 6.72e-04 0.002150
## 258 0.988 4.61e-03 0.005365
## 259 1.006 1.17e-03 0.006343
## 260 1.008 7.19e-05 0.004074
## 261 1.009 1.49e-04 0.005451
## 262 1.004 6.73e-05 0.001409
## 263 1.004 5.96e-04 0.003670
## 264 0.982 2.21e-03 0.002229 *
## 265 1.011 1.93e-04 0.007374
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## 269 1.008 2.03e-04 0.005249
## 270 0.998 8.82e-04 0.002541
## 271 1.021 4.33e-05 0.016635 *
## 272 1.005 4.65e-04 0.003637
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## 274 1.008 1.88e-06 0.003746
## 275 1.009 3.92e-05 0.005005
## 276 0.987 1.40e-03 0.001785 *
## 277 1.000 1.40e-03 0.004090
## 278 1.005 3.16e-05 0.001691
## 279 1.008 6.43e-04 0.006186
## 280 0.983 6.75e-03 0.006134 *
## 281 0.983 5.00e-03 0.004782 *
## 282 0.997 3.68e-03 0.006704
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## 290 1.006 1.42e-05 0.001835
## 291 0.978 7.76e-03 0.005915 *
## 292 1.003 8.21e-05 0.001075
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## 295 1.004 2.00e-04 0.002156
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## 331 1.006 4.40e-04 0.004354
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## 348 1.007 9.06e-04 0.006543
## 349 0.974 7.63e-03 0.005188 *
## 350 1.006 2.93e-05 0.002286
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## 352 1.002 1.68e-04 0.001219
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## 354 1.005 8.42e-06 0.000972
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## 391 1.010 1.26e-04 0.006704
## 392 1.005 1.68e-04 0.002481
## 393 0.975 8.42e-03 0.005791 *
## 394 1.011 4.07e-05 0.006595
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## 396 1.000 9.06e-04 0.003033
## 397 1.004 1.63e-04 0.001905
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## 408 1.004 6.12e-04 0.003719
## 409 0.990 8.05e-03 0.008761 *
## 410 1.005 1.26e-04 0.002087
## 411 1.005 3.55e-05 0.001196
## 412 1.019 7.15e-04 0.015906 *
## 413 1.002 4.64e-04 0.002368
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## 415 1.008 3.64e-06 0.003900
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## 428 1.006 1.97e-03 0.008123
## 429 1.004 3.73e-04 0.003049
## 430 0.975 9.94e-03 0.006676 *
## 431 1.006 1.53e-05 0.001789
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## 433 1.003 2.30e-04 0.001750
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## 447 1.004 1.15e-03 0.005195
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## 454 1.008 6.13e-05 0.004258
## 455 1.008 2.25e-07 0.003774
## 456 0.974 6.04e-03 0.004286 *
## 457 1.001 3.15e-03 0.007520
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## 476 1.007 2.71e-04 0.004061
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## 478 1.016 3.94e-04 0.012171 *
## 479 1.006 2.35e-04 0.003859
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## 482 1.005 6.68e-05 0.001551
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## 488 1.009 1.14e-04 0.005353
## 489 1.002 4.30e-04 0.002228
## 490 0.970 5.21e-03 0.003413 *
## 491 1.008 2.16e-04 0.004988
## 492 1.006 2.14e-04 0.003660
## 493 0.993 6.36e-03 0.007976 *
## 494 1.009 1.98e-05 0.004673
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## 496 1.008 9.87e-06 0.003862
## 497 1.008 7.38e-05 0.004446
## 498 0.958 9.89e-03 0.004673 *
## 499 1.008 3.75e-05 0.004549
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## 515 1.002 1.66e-04 0.001323
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## 521 1.010 8.05e-05 0.006172
## 522 1.008 4.60e-06 0.003535
## 523 1.006 1.74e-07 0.002067
## 524 0.983 9.40e-03 0.007899 *
## 525 1.006 2.17e-04 0.003105
## 526 1.013 5.00e-05 0.009161 *
## 527 0.997 2.27e-03 0.004745
## 528 1.006 1.38e-05 0.002174
## 529 1.008 7.56e-05 0.004005
## 530 1.007 4.67e-05 0.003322
## 531 1.005 1.35e-04 0.002217
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## 533 1.004 3.26e-04 0.002622
## 534 1.009 1.60e-05 0.004710
## 535 0.997 1.74e-03 0.003807
## 536 0.992 4.35e-03 0.005948
## 537 1.006 2.06e-03 0.008016
## 538 1.003 5.44e-04 0.002983
## 539 0.992 3.42e-03 0.004951
## 540 1.003 9.49e-04 0.004511
## 541 1.005 9.15e-04 0.005429
## 542 1.006 1.14e-03 0.006142
## 543 1.006 3.11e-04 0.003669
## 544 1.002 2.41e-04 0.001753
## 545 1.016 1.86e-05 0.011473 *
## 546 1.012 6.18e-05 0.008353 *
## 547 1.006 1.60e-06 0.001988
## 548 1.002 4.11e-04 0.002406
## 549 1.006 1.36e-05 0.001948
## 550 1.005 6.61e-06 0.001393
## 551 1.010 3.77e-05 0.006057
## 552 1.013 3.12e-04 0.009837 *
## 553 1.010 8.54e-06 0.005407
## 554 1.006 7.21e-04 0.005529
## 555 1.015 3.03e-04 0.011008 *
## 556 1.006 1.91e-05 0.001796
## 557 1.001 1.81e-03 0.005335
## 558 1.008 3.74e-05 0.004513
## 559 1.006 2.66e-05 0.002392
## 560 1.013 3.59e-04 0.009293 *
## 561 1.008 1.30e-04 0.004832
## 562 1.021 1.70e-04 0.016341 *
## 563 1.003 4.76e-04 0.003068
## 564 1.007 3.37e-04 0.004516
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## 567 1.006 9.24e-05 0.002851
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## 569 0.976 5.69e-03 0.004216 *
## 570 1.006 1.04e-05 0.002072
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## 579 1.004 8.63e-04 0.004544
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## 587 1.007 1.49e-05 0.002565
## 588 0.997 2.55e-03 0.005058
## 589 0.980 3.21e-03 0.002938 *
## 590 1.006 1.22e-05 0.002239
## 591 1.003 9.15e-04 0.004163
## 592 1.006 2.40e-06 0.001779
## 593 1.011 8.70e-04 0.009031
## 594 1.005 3.41e-05 0.001615
## 595 1.003 2.66e-04 0.002086
## 596 1.019 4.88e-05 0.014724 *
## 597 1.005 1.11e-04 0.002090
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## 608 1.008 1.57e-04 0.005010
## 609 1.003 2.88e-03 0.007777
## 610 0.978 3.68e-03 0.003041 *
## 611 0.991 2.72e-03 0.003819
## 612 1.003 4.19e-04 0.002871
## 613 1.007 5.01e-07 0.002788
## 614 1.011 1.35e-06 0.006522
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## 617 1.006 8.84e-04 0.005646
## 618 1.009 3.46e-04 0.005815
## 619 1.012 6.81e-05 0.008320 *
## 620 1.004 7.04e-05 0.001218
## 621 1.005 4.44e-04 0.004048
## 622 1.005 6.24e-04 0.004601
## 623 1.007 1.27e-06 0.002751
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## 625 1.009 1.20e-04 0.005521
## 626 1.003 2.04e-04 0.001599
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## 629 1.006 7.05e-05 0.002333
## 630 1.006 1.63e-05 0.001835
## 631 1.012 6.04e-04 0.009614 *
## 632 1.004 4.66e-04 0.003518
## 633 1.004 9.39e-04 0.004869
## 634 1.003 1.94e-04 0.001847
## 635 1.008 1.40e-05 0.003754
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## 640 1.002 6.46e-04 0.003217
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## 642 1.006 2.65e-07 0.001786
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## 645 1.004 2.06e-04 0.002097
## 646 1.006 1.12e-04 0.003156
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## 648 1.004 1.60e-04 0.001749
## 649 1.002 3.10e-04 0.002065
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## 652 1.005 5.96e-04 0.004180
## 653 1.006 2.58e-06 0.001712
## 654 1.015 4.43e-04 0.011700 *
## 655 1.007 2.12e-04 0.003973
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## 659 0.998 9.11e-04 0.002560
## 660 1.006 5.90e-05 0.002769
## 661 1.002 8.33e-03 0.013023 *
## 662 1.008 1.02e-04 0.004239
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## 664 1.009 1.08e-04 0.005320
## 665 1.009 3.41e-04 0.005884
## 666 1.006 5.90e-04 0.004840
## 667 1.010 2.25e-04 0.006462
## 668 1.000 5.80e-04 0.002361
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## 670 1.008 9.55e-04 0.007138
## 671 1.006 1.37e-06 0.002155
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## 673 1.007 9.68e-05 0.003701
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## 675 1.010 4.37e-05 0.006166
## 676 1.005 5.87e-04 0.004086
## 677 1.010 6.34e-04 0.007615
## 678 0.996 6.96e-03 0.009673 *
## 679 1.004 9.03e-04 0.004676
## 680 1.006 4.79e-05 0.002472
## 681 1.005 2.93e-05 0.001705
## 682 1.000 5.55e-04 0.002111
## 683 1.005 2.36e-04 0.002625
## 684 1.007 6.16e-07 0.002549
## 685 1.000 1.10e-03 0.003510
## 686 1.006 3.76e-09 0.001949
## 687 0.996 1.32e-03 0.002949
## 688 0.998 8.02e-04 0.002257
## 689 1.010 4.09e-05 0.005611
## 690 1.007 1.19e-04 0.003409
## 691 1.010 3.34e-05 0.006014
## 692 1.007 3.57e-04 0.004737
## 693 1.008 4.21e-05 0.004164
## 694 1.009 8.71e-05 0.004925
## 695 1.004 1.10e-04 0.001737
## 696 1.011 3.54e-04 0.007815
## 697 1.003 5.82e-04 0.003363
## 698 1.005 3.96e-05 0.001646
## 699 1.005 6.36e-06 0.001225
## 700 0.991 3.41e-03 0.004778
## 701 1.000 3.26e-03 0.006943
## 702 1.012 1.75e-04 0.008006
## 703 1.009 4.75e-05 0.004964
## 704 1.006 1.97e-07 0.001388
## 705 1.008 5.15e-07 0.003522
## 706 1.008 1.06e-04 0.004869
## 707 0.987 1.96e-03 0.002417 *
## 708 0.996 3.91e-03 0.006375
## 709 1.005 4.81e-05 0.001779
## 710 1.006 6.25e-05 0.002308
## 711 0.969 1.98e-03 0.001323 *
## 712 1.007 5.18e-05 0.003366
## 713 1.007 7.62e-05 0.003395
## 714 0.999 7.04e-04 0.002218
## 715 0.991 6.24e-03 0.007395 *
## 716 1.006 3.39e-06 0.002136
## 717 0.987 4.49e-03 0.004919 *
## 718 1.012 2.34e-04 0.008486
## 719 1.000 7.70e-04 0.002718
## 720 1.001 8.40e-04 0.003198
## 721 1.003 1.56e-04 0.001592
## 722 1.003 3.49e-04 0.002334
## 723 1.009 2.48e-04 0.005613
## 724 1.006 1.14e-04 0.003226
## 725 1.008 7.39e-05 0.003901
## 726 1.011 3.39e-05 0.006487
## 727 1.008 2.37e-06 0.003399
## 728 1.008 5.59e-06 0.004020
## 729 1.009 3.97e-05 0.005173
## 730 1.007 1.95e-04 0.004296
## 731 0.994 1.44e-03 0.002783
## 732 1.007 7.13e-05 0.003409
## 733 1.006 3.18e-05 0.002061
## 734 1.006 1.63e-05 0.002249
## 735 1.009 9.29e-07 0.004974
## 736 1.006 2.81e-04 0.003539
## 737 1.009 3.88e-05 0.004709
## 738 1.007 7.18e-05 0.003134
## 739 1.011 1.92e-04 0.007126
## 740 1.007 7.47e-05 0.003469
## 741 1.006 5.78e-06 0.002226
## 742 0.967 9.88e-03 0.005546 *
## 743 1.001 1.09e-03 0.003789
## 744 1.006 1.21e-03 0.006319
## 745 1.011 7.06e-07 0.006544
## 746 1.004 7.04e-04 0.004209
## 747 0.990 6.30e-03 0.007147 *
## 748 1.009 8.10e-05 0.004841
## 749 1.011 6.74e-05 0.006831
## 750 1.018 1.50e-03 0.015753 *
## 751 1.001 2.65e-04 0.001422
## 752 0.999 1.81e-03 0.004661
## 753 0.995 1.97e-03 0.003735
## 754 1.009 3.27e-06 0.004509
## 755 1.009 1.10e-04 0.004922
## 756 0.985 3.99e-03 0.004217 *
## 757 1.009 9.29e-04 0.007725
## 758 1.007 2.06e-04 0.004422
## 759 1.014 6.24e-04 0.011003 *
## 760 0.999 9.58e-04 0.002966
## 761 1.002 8.56e-04 0.003663
## 762 1.008 1.87e-06 0.003994
## 763 1.007 1.78e-04 0.003877
## 764 1.006 7.96e-05 0.002919
## 765 1.007 1.64e-04 0.003873
## 766 1.005 1.37e-04 0.002118
## 767 0.974 5.35e-03 0.003845 *
## 768 1.005 3.57e-05 0.001647
## 769 1.005 8.85e-05 0.002057
## 770 1.007 1.51e-04 0.003629
## 771 0.966 1.06e-02 0.005811 *
## 772 1.008 1.26e-07 0.003870
## 773 0.998 2.68e-03 0.005546
## 774 1.010 9.74e-05 0.006260
## 775 1.006 3.62e-03 0.010572
## 776 1.000 6.36e-04 0.002303
## 777 1.007 1.98e-05 0.003314
## 778 1.008 1.20e-06 0.003946
## 779 0.994 4.28e-03 0.006257
## 780 0.988 8.03e-03 0.008054 *
## 781 1.004 3.95e-04 0.002994
## 782 1.006 1.17e-06 0.002076
## 783 0.997 1.02e-03 0.002513
## 784 1.000 5.46e-04 0.002035
## 785 1.011 1.35e-04 0.007073
## 786 1.005 7.67e-05 0.001933
## 787 1.009 1.79e-04 0.005535
## 788 1.011 5.92e-04 0.008671
## 789 1.007 1.75e-04 0.003765
## 790 1.013 1.07e-03 0.010883 *
## 791 1.004 8.85e-05 0.001322
## 792 1.002 2.51e-04 0.001583
## 793 1.004 2.97e-04 0.002835
## 794 1.006 5.88e-05 0.002609
## 795 1.006 3.81e-04 0.004428
## 796 1.005 1.68e-04 0.002566
## 797 1.010 5.12e-05 0.005852
## 798 1.007 2.11e-06 0.003017
## 799 1.004 8.53e-05 0.001442
## 800 1.000 2.52e-03 0.005923
## 801 1.006 3.94e-07 0.002061
## 802 1.008 2.09e-04 0.004932
## 803 1.006 1.52e-06 0.002044
## 804 1.007 1.89e-05 0.002571
## 805 0.980 4.37e-03 0.003863 *
## 806 1.001 8.07e-04 0.003084
## 807 1.008 1.96e-06 0.004048
## 808 1.005 1.68e-04 0.002597
## 809 1.005 2.82e-04 0.002862
## 810 1.005 2.76e-04 0.002876
## 811 0.992 3.33e-03 0.004718
## 812 1.007 1.38e-04 0.003973
## 813 1.007 1.79e-04 0.003994
## 814 1.010 6.45e-05 0.006385
## 815 0.988 5.31e-03 0.005909
## 816 1.011 1.45e-06 0.006499
## 817 1.010 1.49e-05 0.006045
## 818 1.006 2.43e-06 0.001952
## 819 1.006 9.81e-06 0.002230
## 820 1.012 1.14e-05 0.007884
## 821 1.006 2.69e-06 0.001661
## 822 1.004 3.99e-04 0.002982
## 823 1.006 5.38e-06 0.002281
## 824 1.006 4.17e-05 0.002603
## 825 1.005 5.45e-05 0.001996
## 826 1.008 2.67e-05 0.004478
## 827 1.003 5.85e-04 0.003217
## 828 1.006 9.59e-06 0.001741
## 829 1.009 8.18e-05 0.005330
## 830 1.003 4.51e-04 0.002763
## 831 1.007 9.37e-06 0.002614
## 832 1.006 1.63e-05 0.002412
## 833 1.007 9.27e-05 0.003768
## 834 1.006 2.11e-05 0.001771
## 835 1.008 7.37e-06 0.003999
## 836 1.010 1.20e-05 0.006366
## 837 1.012 2.32e-04 0.008153
## 838 1.014 5.26e-04 0.010485 *
## 839 1.008 4.45e-04 0.005530
## 840 1.007 5.69e-04 0.005306
## 841 1.000 9.21e-04 0.003164
## 842 1.011 4.50e-05 0.007220
## 843 1.009 1.20e-06 0.004551
## 844 1.007 6.45e-07 0.003203
## 845 1.006 7.35e-06 0.001640
## 846 1.011 1.40e-05 0.006405
## 847 1.002 5.62e-04 0.002837
## 848 1.005 1.21e-04 0.002140
## 849 1.008 2.47e-04 0.004694
## 850 1.007 2.48e-04 0.004580
## 851 1.008 2.88e-05 0.003928
## 852 0.975 6.81e-03 0.004871 *
## 853 1.005 3.80e-04 0.003747
## 854 1.007 8.18e-05 0.003651
## 855 1.005 1.61e-04 0.002606
## 856 1.006 1.08e-04 0.002628
## 857 1.007 1.37e-04 0.004107
## 858 1.002 5.97e-04 0.002780
## 859 0.983 4.59e-03 0.004408 *
## 860 1.008 1.75e-04 0.004407
## 861 1.008 1.93e-04 0.004816
## 862 1.016 4.89e-04 0.012226 *
## 863 1.004 3.88e-04 0.003187
## 864 1.005 2.56e-05 0.001223
## 865 1.008 1.12e-03 0.007310
## 866 1.010 1.04e-04 0.006122
## 867 1.007 2.62e-05 0.002897
## 868 0.973 6.11e-03 0.004194 *
## 869 1.006 3.78e-05 0.002694
## 870 0.968 4.89e-03 0.003000 *
## 871 1.003 1.62e-04 0.001663
## 872 1.011 2.77e-05 0.006875
## 873 1.005 7.94e-05 0.002082
## 874 1.003 2.64e-04 0.001997
## 875 1.006 2.09e-04 0.003488
## 876 0.993 2.89e-03 0.004602
## 877 1.007 4.54e-05 0.003314
## 878 1.007 4.48e-10 0.003247
## 879 1.011 1.04e-04 0.007228
## 880 1.001 3.88e-03 0.008226
## 881 1.005 2.11e-05 0.001673
## 882 1.006 4.46e-05 0.001996
## 883 1.000 1.64e-04 0.000821
## 884 0.999 7.22e-04 0.002461
## 885 1.009 2.39e-05 0.004864
## 886 1.006 1.96e-04 0.003675
## 887 1.004 1.71e-04 0.002113
## 888 0.990 3.67e-03 0.004777
## 889 1.006 1.99e-04 0.003490
## 890 1.005 2.48e-04 0.002773
## 891 1.012 1.94e-04 0.008735 *
## 892 0.995 2.51e-03 0.004572
## 893 1.010 1.76e-05 0.005611
## 894 1.006 9.83e-07 0.001646
## 895 0.992 2.21e-03 0.003385
## 896 1.005 1.30e-04 0.002313
## 897 1.005 8.16e-06 0.001513
## 898 1.001 2.02e-03 0.005528
## 899 0.963 1.86e-03 0.001076 *
## 900 0.969 1.28e-02 0.007244 *
## 901 1.003 3.06e-04 0.002057
## 902 1.003 1.11e-03 0.004763
## 903 1.005 4.80e-05 0.001944
## 904 1.004 8.12e-05 0.001452
## 905 0.974 8.44e-03 0.005659 *
## 906 0.969 3.55e-03 0.002276 *
## 907 1.007 2.48e-05 0.003271
## 908 1.005 2.32e-03 0.008054
## 909 1.007 4.11e-04 0.005008
## 910 1.007 1.60e-04 0.003673
## 911 1.007 1.74e-05 0.002831
## 912 1.008 7.85e-05 0.004055
## 913 1.006 9.84e-05 0.003014
## 914 1.001 2.29e-03 0.005992
## 915 1.015 4.30e-03 0.017147 *
## 916 1.011 1.31e-04 0.007346
## 917 0.980 2.81e-03 0.002534 *
## 918 1.006 2.41e-06 0.002081
## 919 1.011 1.91e-03 0.010985
## 920 1.010 5.77e-05 0.005903
## 921 1.004 5.26e-04 0.003714
## 922 1.008 5.44e-05 0.004004
## 923 1.001 3.82e-03 0.008233
## 924 1.005 3.93e-04 0.003511
## 925 1.008 6.17e-05 0.004270
## 926 1.003 5.35e-04 0.003163
## 927 1.010 3.91e-04 0.006916
## 928 1.006 3.05e-03 0.009642
## 929 1.006 4.90e-06 0.001794
## 930 1.006 1.60e-05 0.001880
## 931 1.001 2.40e-03 0.006173
## 932 1.008 2.21e-04 0.005134
## 933 1.005 6.61e-05 0.001507
## 934 1.006 4.50e-05 0.002306
## 935 1.007 1.40e-06 0.003018
## 936 1.007 5.18e-06 0.003372
## 937 0.961 5.73e-03 0.003014 *
## 938 1.000 2.67e-03 0.006284
## 939 1.002 3.92e-03 0.008933
## 940 1.005 5.26e-05 0.001786
## 941 1.005 9.30e-05 0.002148
## 942 1.006 1.64e-05 0.001845
## 943 1.006 1.08e-05 0.001597
## 944 1.000 2.15e-03 0.005318
## 945 1.005 6.36e-05 0.002091
## 946 0.982 3.26e-03 0.003141 *
## 947 1.003 1.98e-04 0.001918
## 948 1.009 3.40e-04 0.006474
## 949 0.994 1.29e-03 0.002548
## 950 1.005 1.52e-04 0.002331
## 951 1.002 6.72e-04 0.003326
## 952 1.001 1.19e-03 0.004162
## 953 1.007 1.47e-04 0.003526
## 954 1.001 1.04e-03 0.003885
## 955 0.998 4.50e-03 0.007702
## 956 1.002 2.13e-03 0.006104
## 957 0.982 4.94e-03 0.004553 *
## 958 1.006 1.15e-03 0.006159
## 959 1.004 1.92e-04 0.002351
## 960 1.003 1.23e-04 0.001295
## 961 1.003 2.75e-04 0.002007
## 962 1.005 1.25e-04 0.002042
## 963 1.014 1.60e-03 0.013121 *
## 964 1.006 4.36e-09 0.001389
## 965 1.008 3.51e-05 0.003698
## 966 1.009 1.59e-05 0.004741
## 967 1.009 2.24e-04 0.006014
## 968 1.002 3.16e-04 0.001836
## 969 1.002 5.72e-04 0.002881
## 970 1.006 5.12e-05 0.002603
## 971 1.010 1.34e-04 0.006060
## 972 1.002 1.39e-03 0.004678
## 973 1.010 4.27e-05 0.006012
## 974 1.005 1.95e-05 0.001600
## 975 1.008 6.55e-06 0.003789
## 976 1.011 4.16e-06 0.006580
## 977 1.009 2.56e-05 0.005157
## 978 1.004 4.39e-04 0.003394
## 979 1.006 5.30e-04 0.004905
## 980 1.005 2.14e-05 0.001245
## 981 1.009 2.46e-04 0.005899
## 982 1.008 1.65e-06 0.003651
## 983 1.003 1.57e-04 0.001549
## 984 1.008 1.27e-04 0.004894
## 985 1.006 1.01e-05 0.001590
## 986 1.007 4.62e-06 0.003326
## 987 1.008 5.56e-06 0.003670
## 988 1.006 3.48e-04 0.003871
## 989 1.005 3.55e-05 0.001658
## 990 1.005 1.32e-03 0.005881
## 991 1.007 1.28e-03 0.007078
## 992 1.009 3.84e-06 0.004658
## 993 1.000 3.25e-04 0.001475
## 994 1.005 6.07e-04 0.004508
## 995 1.002 1.70e-03 0.005457
## 996 0.997 5.06e-03 0.008204
## 997 1.005 5.61e-05 0.001727
## 998 1.005 2.04e-04 0.002985
## 999 1.008 1.72e-05 0.003930
## 1000 0.999 1.74e-03 0.004307
## 1001 1.002 5.02e-03 0.010073
## 1002 1.004 5.33e-05 0.001198
## 1003 0.999 5.30e-04 0.001821
## 1004 1.007 1.27e-07 0.003363
## 1005 1.006 8.22e-06 0.002239
## 1006 1.005 1.88e-04 0.002575
## 1007 1.004 5.88e-04 0.003686
## 1008 1.006 2.74e-04 0.003729
## 1009 1.008 8.62e-04 0.006731
## 1010 0.986 4.78e-03 0.004960 *
## 1011 1.003 2.22e-03 0.007039
## 1012 1.002 2.65e-04 0.001662
## 1013 1.006 1.22e-04 0.002964
## 1014 1.009 2.14e-08 0.004821
## 1015 0.966 1.20e-02 0.006498 *
## 1016 1.005 1.77e-04 0.002420
## 1017 1.007 2.42e-04 0.003924
## 1018 1.009 2.78e-04 0.005826
## 1019 1.007 3.00e-05 0.002839
## 1020 1.007 1.31e-05 0.002706
## 1021 1.000 1.26e-03 0.003770
## 1022 1.006 3.72e-05 0.002427
## 1023 1.009 2.78e-04 0.006332
## 1024 1.000 5.47e-03 0.009491
## 1025 1.004 1.61e-03 0.006424
## 1026 1.008 2.33e-05 0.003900
## 1027 1.003 1.43e-03 0.005268
## 1028 1.005 1.55e-04 0.002332
## 1029 1.005 8.38e-04 0.004994
## 1030 1.004 5.89e-04 0.003534
## 1031 1.003 4.06e-04 0.002514
## 1032 1.007 9.99e-05 0.003622
## 1033 1.008 1.02e-04 0.003992
## 1034 1.008 1.31e-04 0.004902
## 1035 1.003 1.88e-04 0.001654
## 1036 1.008 1.04e-03 0.007248
## 1037 1.011 9.93e-06 0.007014
## 1038 1.007 2.55e-04 0.004063
## 1039 1.006 9.77e-05 0.002890
## 1040 1.006 5.44e-05 0.002668
## 1041 0.997 1.62e-03 0.003592
## 1042 0.999 5.34e-04 0.001979
## 1043 1.001 3.02e-04 0.001474
## 1044 0.994 1.95e-03 0.003607
## 1045 1.009 4.95e-06 0.004664
## 1046 1.004 5.69e-04 0.003592
## 1047 1.004 3.74e-04 0.002939
## 1048 1.006 1.71e-09 0.001869
## 1049 1.003 2.51e-04 0.001874
## 1050 1.013 4.61e-05 0.008488 *
## 1051 0.998 7.73e-04 0.002322
## 1052 1.010 1.84e-04 0.006433
## 1053 1.006 8.24e-05 0.002656
## 1054 1.000 3.86e-03 0.008043
## 1055 1.006 7.21e-05 0.002565
## 1056 0.990 5.26e-03 0.006284
## 1057 1.007 5.09e-05 0.003611
## 1058 1.010 1.37e-04 0.006615
## 1059 1.006 9.34e-04 0.005528
## 1060 1.007 1.55e-04 0.004192
## 1061 1.007 9.71e-05 0.003344
## 1062 1.007 1.44e-07 0.002680
## 1063 1.006 9.84e-04 0.005811
## 1064 1.003 1.78e-04 0.001789
## 1065 1.006 2.62e-04 0.003804
## 1066 1.008 1.52e-03 0.008200
## 1067 1.008 3.59e-04 0.005449
## 1068 1.004 2.88e-04 0.002696
## 1069 1.010 4.86e-05 0.005750
## 1070 1.010 3.92e-05 0.006258
## 1071 1.006 5.04e-05 0.002058
## 1072 1.005 4.08e-04 0.003799
## 1073 1.008 5.71e-06 0.003911
## 1074 1.008 1.43e-04 0.004291
## 1075 1.006 6.15e-04 0.005103
## 1076 0.996 1.42e-03 0.003017
## 1077 1.002 8.61e-04 0.003799
## 1078 1.009 1.44e-03 0.009102
## 1079 1.005 1.22e-03 0.005890
## 1080 1.003 1.46e-04 0.001447
## 1081 1.002 2.48e-03 0.006964
## 1082 1.009 2.48e-04 0.005579
## 1083 1.008 1.43e-05 0.004262
## 1084 1.005 1.15e-03 0.005847
## 1085 1.005 2.51e-06 0.001259
## 1086 1.010 2.94e-05 0.005498
## 1087 1.017 7.61e-04 0.014298 *
## 1088 1.000 5.79e-04 0.002185
## 1089 1.006 2.05e-05 0.001996
## 1090 1.003 1.28e-04 0.001196
## 1091 1.002 8.54e-04 0.003603
## 1092 1.005 5.02e-06 0.001223
## 1093 0.997 5.92e-04 0.001599
## 1094 1.012 8.99e-05 0.008082
## 1095 1.008 1.74e-04 0.004529
## 1096 1.005 3.45e-04 0.003417
## 1097 1.001 1.65e-03 0.005108
## 1098 1.007 5.65e-06 0.003024
## 1099 1.006 6.47e-05 0.002161
## 1100 1.006 3.92e-05 0.002594
## 1101 1.005 2.24e-04 0.002760
## 1102 1.006 6.21e-08 0.001520
## 1103 1.005 1.59e-04 0.002620
## 1104 1.005 6.09e-04 0.004447
## 1105 1.008 6.71e-05 0.003987
## 1106 1.008 6.53e-04 0.006500
## 1107 1.001 2.87e-04 0.001640
## 1108 1.006 1.89e-06 0.001561
## 1109 1.004 8.83e-05 0.001526
## 1110 0.999 6.92e-04 0.002279
## 1111 1.005 8.84e-05 0.001998
## 1112 1.005 9.73e-03 0.015653 *
## 1113 1.004 2.75e-05 0.001000
## 1114 1.007 5.46e-05 0.002986
## 1115 0.993 3.30e-03 0.005131
## 1116 1.011 6.46e-06 0.007091
## 1117 1.022 2.20e-04 0.018140 *
## 1118 1.012 3.50e-06 0.007346
## 1119 1.006 2.67e-06 0.002271
## 1120 1.003 1.99e-04 0.001708
## 1121 1.007 7.64e-05 0.003371
## 1122 1.006 1.34e-04 0.003174
## 1123 1.007 7.34e-05 0.003747
## 1124 1.006 7.85e-06 0.001706
## 1125 1.004 2.40e-05 0.000907
## 1126 1.005 1.06e-03 0.005396
## 1127 0.963 7.08e-03 0.003789 *
## 1128 1.007 2.44e-06 0.002534
## 1129 1.006 5.85e-06 0.001897
## 1130 0.957 1.11e-02 0.005159 *
## 1131 1.003 2.57e-04 0.001963
## 1132 1.007 1.57e-05 0.002821
## 1133 1.006 6.72e-05 0.002175
## 1134 1.003 1.53e-04 0.001502
## 1135 1.007 4.83e-05 0.003071
## 1136 1.011 2.68e-03 0.012242
## 1137 1.006 2.51e-06 0.002061
## 1138 1.008 4.72e-06 0.003562
## 1139 1.010 3.60e-03 0.012488 *
## 1140 1.006 2.93e-05 0.002116
## 1141 0.994 3.93e-03 0.006085
## 1142 1.005 1.42e-04 0.002100
## 1143 1.006 4.17e-04 0.004587
## 1144 1.001 4.42e-04 0.001964
## 1145 1.009 3.69e-06 0.004659
## 1146 1.010 1.84e-04 0.006228
## 1147 1.005 6.37e-05 0.002100
## 1148 0.999 1.56e-03 0.004124
## 1149 1.007 7.36e-05 0.003805
## 1150 1.006 3.85e-06 0.001769
## 1151 1.006 8.49e-04 0.005719
## 1152 1.006 5.63e-05 0.002738
## 1153 1.008 7.38e-05 0.004499
## 1154 1.010 2.95e-05 0.005986
## 1155 0.963 4.67e-03 0.002576 *
## 1156 1.000 5.64e-04 0.002330
## 1157 1.007 4.61e-07 0.003091
## 1158 1.002 5.53e-04 0.002858
## 1159 1.006 2.47e-06 0.001647
## 1160 1.009 1.83e-04 0.005940
## 1161 1.004 2.92e-04 0.002698
## 1162 1.007 7.52e-05 0.003540
## 1163 1.012 9.60e-05 0.007947
## 1164 1.008 3.17e-04 0.005285
## 1165 1.006 7.01e-05 0.002722
## 1166 1.005 4.53e-04 0.003747
## 1167 0.987 5.63e-03 0.005995 *
## 1168 1.008 6.36e-06 0.003682
## 1169 1.008 6.92e-08 0.003942
## 1170 1.009 3.81e-05 0.004732
## 1171 1.006 2.41e-05 0.002398
## 1172 1.005 8.33e-04 0.005206
## 1173 1.012 3.02e-06 0.007338
## 1174 1.004 1.89e-04 0.001982
## 1175 1.008 4.02e-05 0.003859
## 1176 1.005 1.89e-05 0.001022
## 1177 0.984 3.13e-03 0.003255 *
## 1178 1.008 2.21e-04 0.004891
## 1179 1.007 5.50e-05 0.003314
## 1180 1.005 4.34e-05 0.001396
## 1181 1.002 1.39e-04 0.001040
## 1182 1.008 5.35e-04 0.005930
## 1183 1.007 6.68e-07 0.003172
## 1184 1.007 5.67e-06 0.002811
## 1185 0.994 3.32e-03 0.005347
## 1186 0.987 2.20e-03 0.002758 *
## 1187 1.005 4.95e-04 0.004033
## 1188 1.003 1.97e-03 0.006292
## 1189 1.006 6.26e-05 0.002575
## 1190 1.006 3.72e-06 0.002136
## 1191 1.007 4.81e-07 0.002441
## 1192 1.007 1.13e-05 0.002526
## 1193 1.002 9.54e-04 0.003760
## 1194 1.003 1.76e-04 0.001549
## 1195 0.986 2.88e-03 0.003242 *
## 1196 0.995 9.66e-04 0.002043
## 1197 1.006 4.85e-05 0.002310
## 1198 1.009 5.10e-05 0.004698
## 1199 1.005 3.37e-07 0.001158
## 1200 1.008 1.42e-07 0.003643
## 1201 1.003 2.66e-04 0.002036
## 1202 1.008 2.45e-05 0.004068
## 1203 1.008 2.03e-04 0.004793
## 1204 1.008 1.06e-04 0.004438
## 1205 0.994 1.55e-03 0.002976
## 1206 1.006 1.40e-04 0.002928
## 1207 1.005 7.37e-05 0.001949
## 1208 0.999 1.80e-03 0.004463
## 1209 1.002 1.29e-03 0.004798
## 1210 1.014 5.60e-04 0.010828 *
## 1211 0.996 9.07e-04 0.002167
## 1212 1.002 5.41e-04 0.002807
## 1213 1.001 2.23e-04 0.001259
## 1214 1.007 1.41e-06 0.002531
## 1215 1.006 1.52e-07 0.001863
## 1216 1.009 4.37e-06 0.004751
## 1217 1.006 3.67e-06 0.001644
## 1218 1.006 3.40e-05 0.002267
## 1219 1.005 3.10e-05 0.001410
## 1220 1.010 7.12e-04 0.008092
## 1221 1.003 5.15e-04 0.003212
## 1222 1.012 6.82e-04 0.009378
## 1223 1.008 2.06e-05 0.004158
## 1224 1.017 1.35e-04 0.012697 *
## 1225 1.009 4.69e-05 0.005121
## 1226 1.003 1.32e-03 0.005292
## 1227 1.006 1.69e-04 0.003372
## 1228 1.008 7.91e-05 0.004308
## 1229 1.006 7.21e-07 0.002182
## 1230 1.006 6.66e-05 0.002653
## 1231 1.010 1.02e-06 0.005935
## 1232 1.002 5.86e-04 0.002786
## 1233 1.006 1.69e-05 0.001710
## 1234 1.006 5.16e-04 0.004377
## 1235 1.012 2.96e-04 0.008278
## 1236 1.006 4.23e-05 0.002211
## 1237 1.008 6.96e-05 0.004565
## 1238 1.005 2.99e-04 0.003472
## 1239 1.012 1.26e-04 0.008270
## 1240 1.008 1.59e-05 0.003884
## 1241 1.005 9.05e-06 0.001220
## 1242 1.001 1.87e-03 0.005278
## 1243 0.986 5.92e-03 0.005979 *
## 1244 1.007 1.78e-04 0.003679
## 1245 1.007 6.45e-06 0.002932
## 1246 1.007 1.17e-09 0.002789
## 1247 1.006 3.09e-04 0.003708
## 1248 1.001 2.37e-04 0.001306
## 1249 1.007 7.48e-06 0.002500
## 1250 1.006 4.74e-06 0.001796
## 1251 1.011 1.40e-04 0.007524
## 1252 1.005 6.81e-05 0.001573
## 1253 1.006 1.20e-04 0.002751
## 1254 1.009 6.63e-04 0.006809
## 1255 1.005 8.91e-04 0.005100
## 1256 0.998 8.91e-04 0.002501
## 1257 1.001 4.69e-04 0.002280
## 1258 1.000 7.60e-04 0.002615
## 1259 1.006 1.54e-05 0.001988
## 1260 1.005 1.41e-07 0.001341
## 1261 1.004 1.86e-04 0.001961
## 1262 1.005 1.81e-05 0.001581
## 1263 1.004 1.36e-03 0.005484
## 1264 1.002 1.32e-03 0.004542
## 1265 0.978 8.74e-03 0.006563 *
## 1266 1.003 4.80e-04 0.002859
## 1267 1.002 4.86e-04 0.002506
## 1268 1.001 5.50e-04 0.002367
## 1269 1.002 1.55e-03 0.005031
## 1270 1.001 5.17e-04 0.002313
## 1271 1.006 3.56e-05 0.002359
## 1272 1.008 6.10e-05 0.004595
## 1273 1.005 1.11e-04 0.001905
## 1274 1.008 1.81e-05 0.004428
## 1275 1.007 5.70e-05 0.002896
## 1276 0.998 1.96e-03 0.004553
## 1277 1.005 5.03e-05 0.001803
## 1278 0.964 7.16e-03 0.003897 *
## 1279 1.008 1.29e-05 0.004312
## 1280 1.002 8.54e-04 0.003593
## 1281 1.003 2.83e-04 0.002224
## 1282 1.005 1.67e-05 0.001217
## 1283 1.003 8.82e-04 0.003932
## 1284 1.006 2.16e-04 0.003561
## 1285 0.997 3.16e-03 0.005830
## 1286 1.010 1.00e-05 0.005396
## 1287 1.004 2.56e-04 0.002518
## 1288 1.007 9.13e-07 0.003094
## 1289 1.005 2.64e-06 0.001322
## 1290 0.995 8.17e-04 0.001890
## 1291 1.007 1.34e-05 0.002747
## 1292 1.009 4.84e-04 0.006296
## 1293 1.005 2.23e-05 0.001647
## 1294 1.002 4.40e-04 0.002299
## 1295 1.009 1.16e-04 0.005466
## 1296 1.013 3.04e-04 0.009903 *
## 1297 1.008 9.36e-04 0.007410
## 1298 1.006 5.90e-05 0.002372
## 1299 1.009 9.93e-06 0.004468
## 1300 1.005 4.06e-07 0.001065
## 1301 1.006 2.12e-08 0.001693
## 1302 1.007 6.80e-04 0.005575
## 1303 1.007 3.73e-04 0.004751
## 1304 1.009 1.71e-03 0.009126
## 1305 1.003 7.73e-05 0.000979
## 1306 1.006 3.86e-04 0.004408
## 1307 0.997 9.06e-04 0.002269
## 1308 1.006 1.11e-06 0.001741
## 1309 1.007 2.01e-07 0.002666
## 1310 1.006 2.48e-05 0.001886
## 1311 0.995 5.46e-03 0.007934
## 1312 1.012 1.89e-04 0.008392
## 1313 1.010 2.96e-07 0.006032
## 1314 1.005 4.89e-05 0.001864
## 1315 1.004 6.12e-04 0.003909
## 1316 1.005 1.63e-04 0.002338
## 1317 1.006 7.40e-05 0.002480
## 1318 1.007 4.79e-05 0.003003
## 1319 1.008 5.51e-04 0.005941
## 1320 1.012 8.23e-07 0.007758
## 1321 1.002 4.71e-04 0.002426
## 1322 1.000 8.94e-04 0.003133
## 1323 1.007 6.06e-07 0.002955
## 1324 1.006 1.37e-05 0.001975
## 1325 1.013 5.37e-07 0.008571 *
## 1326 1.006 6.11e-05 0.002297
## 1327 1.000 1.87e-03 0.005173
## 1328 1.007 7.84e-05 0.003510
## 1329 1.007 1.48e-04 0.003819
## 1330 1.008 3.22e-06 0.003855
## 1331 0.989 4.02e-03 0.004900
## 1332 0.998 2.49e-03 0.005346
## 1333 1.007 3.63e-06 0.002938
## 1334 1.005 5.54e-05 0.001755
## 1335 1.007 1.79e-05 0.002862
## 1336 1.007 3.12e-04 0.004644
## 1337 0.994 5.67e-03 0.007812
## 1338 1.006 4.83e-07 0.002061
## 1339 1.006 1.04e-04 0.002656
## 1340 1.008 2.31e-05 0.004428
## 1341 1.006 4.26e-05 0.002072
## 1342 1.004 7.28e-05 0.001513
## 1343 0.999 2.31e-04 0.000930
## 1344 1.005 6.41e-05 0.001485
## 1345 1.005 1.04e-04 0.002110
## 1346 1.007 2.75e-06 0.002522
## 1347 1.007 2.16e-04 0.004035
## 1348 1.005 5.08e-04 0.004221
## 1349 0.997 1.90e-03 0.004089
## 1350 1.007 2.00e-05 0.003159
## 1351 1.006 1.59e-04 0.003091
## 1352 1.005 9.08e-04 0.005056
## 1353 1.007 3.42e-05 0.003141
## 1354 1.004 1.95e-04 0.002170
## 1355 1.000 3.67e-03 0.007740
## 1356 1.010 2.49e-05 0.005617
## 1357 1.003 1.27e-04 0.001435
## 1358 1.011 7.18e-04 0.008621
## 1359 1.005 5.77e-05 0.001466
## 1360 1.005 4.63e-04 0.003970
## 1361 1.010 3.39e-05 0.005798
## 1362 1.006 6.97e-05 0.002239
## 1363 1.005 8.96e-05 0.002296
## 1364 1.007 1.96e-05 0.003068
## 1365 1.005 1.02e-04 0.001865
## 1366 1.005 8.12e-05 0.001988
## 1367 1.007 6.13e-06 0.002749
## 1368 1.007 7.82e-05 0.003669
## 1369 1.006 2.51e-04 0.003272
## 1370 0.994 1.03e-03 0.002033
## 1371 1.005 1.52e-03 0.006435
## 1372 1.011 5.82e-04 0.008349
## 1373 1.004 1.43e-04 0.001831
## 1374 0.986 3.69e-03 0.004066 *
## 1375 0.984 8.64e-03 0.007480 *
## 1376 1.004 1.12e-04 0.001522
## 1377 1.007 1.03e-04 0.003628
## 1378 0.973 8.62e-03 0.005727 *
## 1379 1.007 1.67e-07 0.003071
## 1380 1.006 2.77e-06 0.002155
## 1381 1.011 9.55e-05 0.006969
## 1382 1.006 7.96e-05 0.002350
## 1383 1.007 1.01e-04 0.003739
## 1384 1.004 1.73e-04 0.002159
## 1385 1.006 1.63e-04 0.002840
## 1386 1.004 2.98e-04 0.002821
## 1387 1.007 4.00e-05 0.003024
## 1388 1.006 8.48e-05 0.002640
## 1389 1.006 5.57e-05 0.002689
## 1390 1.005 2.52e-05 0.001513
## 1391 1.006 1.41e-04 0.003298
## 1392 1.005 1.10e-04 0.002279
## 1393 1.005 6.59e-05 0.002120
## 1394 1.006 3.16e-06 0.001769
## 1395 1.002 1.81e-03 0.005663
## 1396 1.007 6.60e-06 0.002526
## 1397 1.008 3.85e-04 0.005403
## 1398 1.000 2.40e-03 0.006046
## 1399 1.006 1.83e-06 0.001619
## 1400 1.006 1.19e-05 0.001644
## 1401 1.004 2.79e-04 0.002767
## 1402 0.984 3.66e-03 0.003770 *
## 1403 1.006 2.55e-04 0.003882
## 1404 1.007 5.09e-04 0.005085
## 1405 0.993 2.93e-03 0.004637
## 1406 1.004 7.51e-04 0.004206
## 1407 1.000 1.34e-03 0.004115
## 1408 1.006 1.25e-04 0.003159
## 1409 1.009 3.63e-05 0.004562
## 1410 1.007 1.14e-04 0.003343
## 1411 1.003 1.79e-04 0.001763
## 1412 1.007 2.61e-05 0.002626
## 1413 1.005 2.96e-04 0.003142
## 1414 1.011 3.01e-05 0.006936
## 1415 1.005 2.86e-04 0.002922
## 1416 1.006 7.76e-05 0.002942
## 1417 1.002 7.76e-04 0.003343
## 1418 1.007 5.00e-06 0.002498
## 1419 1.005 4.78e-05 0.001636
## 1420 1.007 7.91e-05 0.003338
## 1421 1.001 2.05e-04 0.001079
## 1422 1.012 7.92e-04 0.010031 *
## 1423 1.006 3.52e-04 0.003961
## 1424 1.009 5.67e-05 0.005042
## 1425 1.005 7.51e-05 0.002120
## 1426 1.006 3.62e-05 0.001993
## 1427 1.005 1.24e-04 0.002205
## 1428 1.006 8.07e-04 0.005427
## 1429 1.007 6.06e-05 0.003303
## 1430 1.006 1.07e-03 0.005910
## 1431 1.005 3.37e-04 0.003278
## 1432 1.005 3.40e-04 0.003260
## 1433 1.000 6.52e-04 0.002460
## 1434 1.006 1.26e-04 0.003250
## 1435 0.998 1.89e-03 0.004271
## 1436 0.999 7.15e-04 0.002270
## 1437 1.009 9.24e-06 0.004499
## 1438 0.953 3.64e-03 0.001664 *
## 1439 1.008 1.39e-06 0.003511
## 1440 1.005 2.53e-05 0.001615
## 1441 1.007 6.58e-05 0.003782
## 1442 1.003 1.84e-03 0.006035
## 1443 1.014 7.12e-07 0.009802 *
## 1444 0.998 3.60e-03 0.006965
## 1445 0.989 1.16e-02 0.010846 *
## 1446 1.007 4.59e-04 0.005014
## 1447 1.005 6.34e-06 0.001113
## 1448 1.005 4.18e-04 0.003847
## 1449 1.004 9.65e-05 0.001283
## 1450 1.004 6.47e-05 0.001351
## 1451 1.004 1.46e-04 0.002042
## 1452 1.004 1.00e-04 0.001761
## 1453 1.006 3.07e-04 0.003828
## 1454 1.007 1.35e-05 0.002511
## 1455 1.004 5.99e-04 0.003950
## 1456 1.005 1.91e-04 0.002537
## 1457 1.008 8.88e-05 0.004077
## 1458 1.001 4.30e-04 0.001918
## 1459 1.005 9.95e-05 0.002288
## 1460 1.006 6.36e-06 0.002146
## 1461 1.011 1.52e-06 0.006859
## 1462 1.004 3.68e-04 0.003141
## 1463 1.011 2.11e-04 0.007550
## 1464 1.000 4.05e-04 0.001753
## 1465 1.006 9.62e-07 0.002282
## 1466 1.002 2.47e-04 0.001610
## 1467 1.006 3.30e-04 0.003679
## 1468 1.005 8.52e-05 0.001727
## 1469 1.003 4.84e-04 0.003011
## 1470 1.007 2.18e-05 0.003040
plot(fit)
# Assessing Outliers
library(car)
## Loading required package: carData
outlierTest(fit)
## No Studentized residuals with Bonferroni p < 0.05
## Largest |rstudent|:
## rstudent unadjusted p-value Bonferroni p
## 1438 3.632648 0.00029022 0.42662
leveragePlots(fit) # leverage plots
# Influential Observations
# added variable plots
avPlots(fit)
# Cook's D plot
# identify D values > 4/(n-k-1)
cutoff <- 4/((nrow(attr)-length(fit$coefficients)-2))
plot(fit, which=4, cook.levels=cutoff)
# Influence Plot
influencePlot(fit, id.method="identify", main="Influence Plot", sub="Circle size is proportial to Cook's Distance" )
## Warning in plot.window(...): "id.method" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.method" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.method" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.method" is not
## a graphical parameter
## Warning in box(...): "id.method" is not a graphical parameter
## Warning in title(...): "id.method" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.method" is not a
## graphical parameter
## StudRes Hat CookD
## 99 -1.456889 0.019083496 0.006876934
## 127 -2.771022 0.021895399 0.028518038
## 900 3.253523 0.007243708 0.012789118
## 1130 3.593166 0.005158975 0.011068635
## 1438 3.632648 0.001664316 0.003636232
# Normality of Residuals
stud_res <- rstudent(fit) # Get studentized residuals
# qq plot for studentized resid
qqPlot(stud_res, main = "QQ Plot of Studentized Residuals")
## [1] 1438 1130
# distribution of studentized residuals
library(MASS)
sresid <- studres(fit)
hist(sresid, freq=FALSE,
main="Distribution of Studentized Residuals")
xfit<-seq(min(sresid),max(sresid),length=40)
yfit<-dnorm(xfit)
plot(xfit, yfit, type="l", col="blue", lwd=2, ylab="Density", xlab="Studentized Residuals")
lines(xfit, yfit)
#Non-constant Error Variance
# Evaluate homoscedasticity
# non-constant error variance test
ncvTest(fit)
## Non-constant Variance Score Test
## Variance formula: ~ fitted.values
## Chisquare = 241.325, Df = 1, p = < 2.22e-16
# plot studentized residuals vs. fitted values
spreadLevelPlot(fit)
##
## Suggested power transformation: -0.03777959
#Multi-collinearity
# Evaluate Collinearity
vif(fit) # variance inflation factors
## Education WorkLifeBalance Age YearsAtCompany
## 1.050868 1.001067 1.303081 1.172147
## NumCompaniesWorked
## 1.167987
sqrt(vif(fit)) > 2 # problem?
## Education WorkLifeBalance Age YearsAtCompany
## FALSE FALSE FALSE FALSE
## NumCompaniesWorked
## FALSE
#Nonlinearity
# component + residual plot
crPlots(fit)
#Non-independence of Errors
# Test for Autocorrelated Errors
durbinWatsonTest(fit)
## lag Autocorrelation D-W Statistic p-value
## 1 -0.02166616 2.043176 0.422
## Alternative hypothesis: rho != 0
#Interpretation from Durbin Watson Test:
#The D-W statistic (2.04) falls within the inconclusive zone (typically between 1.5 and 2.5). This makes it difficult to definitively reject or accept the null hypothesis.
#The p-value (0.374) is greater than significance level 0.05. This suggests that we fail to reject the null hypothesis at this significance level.
#Residual Analysis: The QQ plot shows a slight curvature, particularly in the tails. The tails of the data points fall slightly outside the diagonal reference line, suggesting that the residuals might have heavier tails than a normal distribution. This indicates potential non-normality.
# Global test of model assumptions
library(gvlma)
gvmodel <- gvlma(fit)
summary(gvmodel)
##
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age +
## YearsAtCompany + NumCompaniesWorked, data = attr)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9983.6 -2283.2 -437.4 1528.0 13197.9
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3150.05 582.72 -5.406 7.52e-08 ***
## Education -83.09 95.35 -0.871 0.3837
## WorkLifeBalance 226.24 134.92 1.677 0.0938 .
## Age 176.04 11.90 14.788 < 2e-16 ***
## YearsAtCompany 323.19 16.83 19.198 < 2e-16 ***
## NumCompaniesWorked 187.59 41.22 4.551 5.77e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared: 0.4006, Adjusted R-squared: 0.3985
## F-statistic: 195.7 on 5 and 1464 DF, p-value: < 2.2e-16
##
##
## ASSESSMENT OF THE LINEAR MODEL ASSUMPTIONS
## USING THE GLOBAL TEST ON 4 DEGREES-OF-FREEDOM:
## Level of Significance = 0.05
##
## Call:
## gvlma(x = fit)
##
## Value p-value Decision
## Global Stat 311.8241 0.0000 Assumptions NOT satisfied!
## Skewness 197.3580 0.0000 Assumptions NOT satisfied!
## Kurtosis 112.5172 0.0000 Assumptions NOT satisfied!
## Link Function 1.5404 0.2146 Assumptions acceptable.
## Heteroscedasticity 0.4086 0.5227 Assumptions acceptable.
fit
##
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age +
## YearsAtCompany + NumCompaniesWorked, data = attr)
##
## Coefficients:
## (Intercept) Education WorkLifeBalance Age
## -3150.05 -83.09 226.24 176.04
## YearsAtCompany NumCompaniesWorked
## 323.19 187.59
summary(fit)
##
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age +
## YearsAtCompany + NumCompaniesWorked, data = attr)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9983.6 -2283.2 -437.4 1528.0 13197.9
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3150.05 582.72 -5.406 7.52e-08 ***
## Education -83.09 95.35 -0.871 0.3837
## WorkLifeBalance 226.24 134.92 1.677 0.0938 .
## Age 176.04 11.90 14.788 < 2e-16 ***
## YearsAtCompany 323.19 16.83 19.198 < 2e-16 ***
## NumCompaniesWorked 187.59 41.22 4.551 5.77e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared: 0.4006, Adjusted R-squared: 0.3985
## F-statistic: 195.7 on 5 and 1464 DF, p-value: < 2.2e-16
fit1 <- fit
fit2 <- lm(MonthlyIncome~Education+WorkLifeBalance+Age, data = attr)
# compare models
anova(fit1, fit2)
## Analysis of Variance Table
##
## Model 1: MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany +
## NumCompaniesWorked
## Model 2: MonthlyIncome ~ Education + WorkLifeBalance + Age
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 1464 1.9518e+10
## 2 1466 2.4431e+10 -2 -4913413537 184.27 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
step <- stepAIC(fit, direction="both")
## Start: AIC=24122.31
## MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany +
## NumCompaniesWorked
##
## Df Sum of Sq RSS AIC
## - Education 1 10123299 1.9528e+10 24121
## <none> 1.9518e+10 24122
## - WorkLifeBalance 1 37488401 1.9555e+10 24123
## - NumCompaniesWorked 1 276176647 1.9794e+10 24141
## - Age 1 2915649439 2.2433e+10 24325
## - YearsAtCompany 1 4913374946 2.4431e+10 24450
##
## Step: AIC=24121.07
## MonthlyIncome ~ WorkLifeBalance + Age + YearsAtCompany + NumCompaniesWorked
##
## Df Sum of Sq RSS AIC
## <none> 1.9528e+10 24121
## - WorkLifeBalance 1 36938273 1.9565e+10 24122
## + Education 1 10123299 1.9518e+10 24122
## - NumCompaniesWorked 1 270040704 1.9798e+10 24139
## - Age 1 2936443848 2.2464e+10 24325
## - YearsAtCompany 1 4906166016 2.4434e+10 24449
step$anova # display results
## Stepwise Model Path
## Analysis of Deviance Table
##
## Initial Model:
## MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany +
## NumCompaniesWorked
##
## Final Model:
## MonthlyIncome ~ WorkLifeBalance + Age + YearsAtCompany + NumCompaniesWorked
##
##
## Step Df Deviance Resid. Df Resid. Dev AIC
## 1 1464 19517757390 24122.31
## 2 - Education 1 10123299 1465 19527880689 24121.07
library(leaps)
leaps<-regsubsets(MonthlyIncome~Education+WorkLifeBalance+Age+YearsAtCompany+NumCompaniesWorked+DistanceFromHome,data=attr,nbest=10)
# view results
plot(leaps)
plot(leaps,scale="r2")
plot(leaps,scale="bic")
summary(leaps)
## Subset selection object
## Call: regsubsets.formula(MonthlyIncome ~ Education + WorkLifeBalance +
## Age + YearsAtCompany + NumCompaniesWorked + DistanceFromHome,
## data = attr, nbest = 10)
## 6 Variables (and intercept)
## Forced in Forced out
## Education FALSE FALSE
## WorkLifeBalance FALSE FALSE
## Age FALSE FALSE
## YearsAtCompany FALSE FALSE
## NumCompaniesWorked FALSE FALSE
## DistanceFromHome FALSE FALSE
## 10 subsets of each size up to 6
## Selection Algorithm: exhaustive
## Education WorkLifeBalance Age YearsAtCompany NumCompaniesWorked
## 1 ( 1 ) " " " " " " "*" " "
## 1 ( 2 ) " " " " "*" " " " "
## 1 ( 3 ) " " " " " " " " "*"
## 1 ( 4 ) "*" " " " " " " " "
## 1 ( 5 ) " " "*" " " " " " "
## 1 ( 6 ) " " " " " " " " " "
## 2 ( 1 ) " " " " "*" "*" " "
## 2 ( 2 ) " " " " " " "*" "*"
## 2 ( 3 ) "*" " " " " "*" " "
## 2 ( 4 ) " " "*" " " "*" " "
## 2 ( 5 ) " " " " " " "*" " "
## 2 ( 6 ) " " "*" "*" " " " "
## 2 ( 7 ) " " " " "*" " " " "
## 2 ( 8 ) "*" " " "*" " " " "
## 2 ( 9 ) " " " " "*" " " "*"
## 2 ( 10 ) "*" " " " " " " "*"
## 3 ( 1 ) " " " " "*" "*" "*"
## 3 ( 2 ) " " "*" "*" "*" " "
## 3 ( 3 ) " " " " "*" "*" " "
## 3 ( 4 ) "*" " " "*" "*" " "
## 3 ( 5 ) "*" " " " " "*" "*"
## 3 ( 6 ) " " "*" " " "*" "*"
## 3 ( 7 ) " " " " " " "*" "*"
## 3 ( 8 ) "*" "*" " " "*" " "
## 3 ( 9 ) "*" " " " " "*" " "
## 3 ( 10 ) " " "*" " " "*" " "
## 4 ( 1 ) " " "*" "*" "*" "*"
## 4 ( 2 ) " " " " "*" "*" "*"
## 4 ( 3 ) "*" " " "*" "*" "*"
## 4 ( 4 ) " " "*" "*" "*" " "
## 4 ( 5 ) "*" "*" "*" "*" " "
## 4 ( 6 ) "*" " " "*" "*" " "
## 4 ( 7 ) "*" "*" " " "*" "*"
## 4 ( 8 ) "*" " " " " "*" "*"
## 4 ( 9 ) " " "*" " " "*" "*"
## 4 ( 10 ) "*" "*" " " "*" " "
## 5 ( 1 ) "*" "*" "*" "*" "*"
## 5 ( 2 ) " " "*" "*" "*" "*"
## 5 ( 3 ) "*" " " "*" "*" "*"
## 5 ( 4 ) "*" "*" "*" "*" " "
## 5 ( 5 ) "*" "*" " " "*" "*"
## 5 ( 6 ) "*" "*" "*" " " "*"
## 6 ( 1 ) "*" "*" "*" "*" "*"
## DistanceFromHome
## 1 ( 1 ) " "
## 1 ( 2 ) " "
## 1 ( 3 ) " "
## 1 ( 4 ) " "
## 1 ( 5 ) " "
## 1 ( 6 ) "*"
## 2 ( 1 ) " "
## 2 ( 2 ) " "
## 2 ( 3 ) " "
## 2 ( 4 ) " "
## 2 ( 5 ) "*"
## 2 ( 6 ) " "
## 2 ( 7 ) "*"
## 2 ( 8 ) " "
## 2 ( 9 ) " "
## 2 ( 10 ) " "
## 3 ( 1 ) " "
## 3 ( 2 ) " "
## 3 ( 3 ) "*"
## 3 ( 4 ) " "
## 3 ( 5 ) " "
## 3 ( 6 ) " "
## 3 ( 7 ) "*"
## 3 ( 8 ) " "
## 3 ( 9 ) "*"
## 3 ( 10 ) "*"
## 4 ( 1 ) " "
## 4 ( 2 ) "*"
## 4 ( 3 ) " "
## 4 ( 4 ) "*"
## 4 ( 5 ) " "
## 4 ( 6 ) "*"
## 4 ( 7 ) " "
## 4 ( 8 ) "*"
## 4 ( 9 ) "*"
## 4 ( 10 ) "*"
## 5 ( 1 ) " "
## 5 ( 2 ) "*"
## 5 ( 3 ) "*"
## 5 ( 4 ) "*"
## 5 ( 5 ) "*"
## 5 ( 6 ) "*"
## 6 ( 1 ) "*"
library(relaimpo)
## Loading required package: boot
##
## Attaching package: 'boot'
##
## The following object is masked from 'package:car':
##
## logit
##
## Loading required package: survey
## Loading required package: grid
## Loading required package: Matrix
## Loading required package: survival
##
## Attaching package: 'survival'
##
## The following object is masked from 'package:boot':
##
## aml
##
##
## Attaching package: 'survey'
##
## The following object is masked from 'package:graphics':
##
## dotchart
##
## Loading required package: mitools
## This is the global version of package relaimpo.
##
## If you are a non-US user, a version with the interesting additional metric pmvd is available
##
## from Ulrike Groempings web site at prof.beuth-hochschule.de/groemping.
calc.relimp(fit,type=c("lmg","last","first","pratt"),
rela=TRUE)
## Response variable: MonthlyIncome
## Total response variance: 22164857
## Analysis based on 1470 observations
##
## 5 Regressors:
## Education WorkLifeBalance Age YearsAtCompany NumCompaniesWorked
## Proportion of variance explained by model: 40.06%
## Metrics are normalized to sum to 100% (rela=TRUE).
##
## Relative importance metrics:
##
## lmg last first pratt
## Education 0.00802607 0.001241694 0.016556200 -0.004285131
## WorkLifeBalance 0.00272122 0.004598217 0.001728506 0.002600544
## Age 0.42385170 0.357624974 0.455069834 0.424562036
## YearsAtCompany 0.52224812 0.602660101 0.485602012 0.539970466
## NumCompaniesWorked 0.04315289 0.033875014 0.041043448 0.037152084
##
## Average coefficients for different model sizes:
##
## 1X 2Xs 3Xs 4Xs 5Xs
## Education 436.5222 255.9066 106.0298 -8.513509 -83.09104
## WorkLifeBalance 204.4721 212.5152 219.7618 224.875926 226.24125
## Age 256.5716 240.9556 222.2342 200.549180 176.04196
## YearsAtCompany 395.2046 376.8426 358.8651 341.052832 323.18851
## NumCompaniesWorked 281.7889 237.1483 208.1028 192.352449 187.58911
# Bootstrap Measures of Relative Importance (1000 samples)
boot <- boot.relimp(fit, b = 1000, type = c("lmg",
"last", "first", "pratt"), rank = TRUE,
diff = TRUE, rela = TRUE)
booteval.relimp(boot) # print result
## Response variable: MonthlyIncome
## Total response variance: 22164857
## Analysis based on 1470 observations
##
## 5 Regressors:
## Education WorkLifeBalance Age YearsAtCompany NumCompaniesWorked
## Proportion of variance explained by model: 40.06%
## Metrics are normalized to sum to 100% (rela=TRUE).
##
## Relative importance metrics:
##
## lmg last first pratt
## Education 0.00802607 0.001241694 0.016556200 -0.004285131
## WorkLifeBalance 0.00272122 0.004598217 0.001728506 0.002600544
## Age 0.42385170 0.357624974 0.455069834 0.424562036
## YearsAtCompany 0.52224812 0.602660101 0.485602012 0.539970466
## NumCompaniesWorked 0.04315289 0.033875014 0.041043448 0.037152084
##
## Average coefficients for different model sizes:
##
## 1X 2Xs 3Xs 4Xs 5Xs
## Education 436.5222 255.9066 106.0298 -8.513509 -83.09104
## WorkLifeBalance 204.4721 212.5152 219.7618 224.875926 226.24125
## Age 256.5716 240.9556 222.2342 200.549180 176.04196
## YearsAtCompany 395.2046 376.8426 358.8651 341.052832 323.18851
## NumCompaniesWorked 281.7889 237.1483 208.1028 192.352449 187.58911
##
##
## Confidence interval information ( 1000 bootstrap replicates, bty= perc ):
## Relative Contributions with confidence intervals:
##
## Lower Upper
## percentage 0.95 0.95 0.95
## Education.lmg 0.0080 ___DE 0.0037 0.0204
## WorkLifeBalance.lmg 0.0027 ___DE 0.0001 0.0143
## Age.lmg 0.4239 AB___ 0.3516 0.4984
## YearsAtCompany.lmg 0.5222 AB___ 0.4355 0.6004
## NumCompaniesWorked.lmg 0.0432 __C__ 0.0238 0.0704
##
## Education.last 0.0012 ___DE 0.0000 0.0131
## WorkLifeBalance.last 0.0046 ___DE 0.0000 0.0218
## Age.last 0.3576 _B___ 0.2504 0.4847
## YearsAtCompany.last 0.6027 A____ 0.4792 0.7073
## NumCompaniesWorked.last 0.0339 __C__ 0.0103 0.0656
##
## Education.first 0.0166 __CDE 0.0040 0.0387
## WorkLifeBalance.first 0.0017 ___DE 0.0000 0.0120
## Age.first 0.4551 AB___ 0.3977 0.5104
## YearsAtCompany.first 0.4856 AB___ 0.4141 0.5548
## NumCompaniesWorked.first 0.0410 __CD_ 0.0173 0.0713
##
## Education.pratt -0.0043 ___DE -0.0106 0.0077
## WorkLifeBalance.pratt 0.0026 ___DE -0.0005 0.0140
## Age.pratt 0.4246 AB___ 0.3375 0.5208
## YearsAtCompany.pratt 0.5400 AB___ 0.4415 0.6279
## NumCompaniesWorked.pratt 0.0372 __C__ 0.0140 0.0667
##
## Letters indicate the ranks covered by bootstrap CIs.
## (Rank bootstrap confidence intervals always obtained by percentile method)
## CAUTION: Bootstrap confidence intervals can be somewhat liberal.
##
##
## Differences between Relative Contributions:
##
## Lower Upper
## difference 0.95 0.95 0.95
## Education-WorkLifeBalance.lmg 0.0053 -0.0067 0.0178
## Education-Age.lmg -0.4158 * -0.4902 -0.3418
## Education-YearsAtCompany.lmg -0.5142 * -0.5935 -0.4263
## Education-NumCompaniesWorked.lmg -0.0351 * -0.0625 -0.0126
## WorkLifeBalance-Age.lmg -0.4211 * -0.4957 -0.3460
## WorkLifeBalance-YearsAtCompany.lmg -0.5195 * -0.5961 -0.4277
## WorkLifeBalance-NumCompaniesWorked.lmg -0.0404 * -0.0670 -0.0186
## Age-YearsAtCompany.lmg -0.0984 -0.2450 0.0603
## Age-NumCompaniesWorked.lmg 0.3807 * 0.3061 0.4603
## YearsAtCompany-NumCompaniesWorked.lmg 0.4791 * 0.3791 0.5681
##
## Education-WorkLifeBalance.last -0.0034 -0.0195 0.0088
## Education-Age.last -0.3564 * -0.4804 -0.2479
## Education-YearsAtCompany.last -0.6014 * -0.7045 -0.4717
## Education-NumCompaniesWorked.last -0.0326 * -0.0626 -0.0063
## WorkLifeBalance-Age.last -0.3530 * -0.4798 -0.2453
## WorkLifeBalance-YearsAtCompany.last -0.5981 * -0.7039 -0.4701
## WorkLifeBalance-NumCompaniesWorked.last -0.0293 * -0.0622 -0.0020
## Age-YearsAtCompany.last -0.2450 * -0.4570 -0.0009
## Age-NumCompaniesWorked.last 0.3237 * 0.2034 0.4631
## YearsAtCompany-NumCompaniesWorked.last 0.5688 * 0.4368 0.6747
##
## Education-WorkLifeBalance.first 0.0148 -0.0017 0.0367
## Education-Age.first -0.4385 * -0.4983 -0.3765
## Education-YearsAtCompany.first -0.4690 * -0.5427 -0.3906
## Education-NumCompaniesWorked.first -0.0245 -0.0570 0.0043
## WorkLifeBalance-Age.first -0.4533 * -0.5089 -0.3949
## WorkLifeBalance-YearsAtCompany.first -0.4839 * -0.5501 -0.4086
## WorkLifeBalance-NumCompaniesWorked.first -0.0393 * -0.0693 -0.0128
## Age-YearsAtCompany.first -0.0305 -0.1527 0.0943
## Age-NumCompaniesWorked.first 0.4140 * 0.3547 0.4683
## YearsAtCompany-NumCompaniesWorked.first 0.4446 * 0.3487 0.5271
##
## Education-WorkLifeBalance.pratt -0.0069 -0.0198 0.0055
## Education-Age.pratt -0.4288 * -0.5271 -0.3389
## Education-YearsAtCompany.pratt -0.5443 * -0.6337 -0.4455
## Education-NumCompaniesWorked.pratt -0.0414 * -0.0714 -0.0170
## WorkLifeBalance-Age.pratt -0.4220 * -0.5173 -0.3335
## WorkLifeBalance-YearsAtCompany.pratt -0.5374 * -0.6242 -0.4357
## WorkLifeBalance-NumCompaniesWorked.pratt -0.0346 * -0.0640 -0.0100
## Age-YearsAtCompany.pratt -0.1154 -0.2926 0.0734
## Age-NumCompaniesWorked.pratt 0.3874 * 0.2963 0.4892
## YearsAtCompany-NumCompaniesWorked.pratt 0.5028 * 0.3936 0.6026
##
## * indicates that CI for difference does not include 0.
## CAUTION: Bootstrap confidence intervals can be somewhat liberal.
plot(booteval.relimp(boot,sort=TRUE)) # plot result
summary(fit)
##
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age +
## YearsAtCompany + NumCompaniesWorked, data = attr)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9983.6 -2283.2 -437.4 1528.0 13197.9
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3150.05 582.72 -5.406 7.52e-08 ***
## Education -83.09 95.35 -0.871 0.3837
## WorkLifeBalance 226.24 134.92 1.677 0.0938 .
## Age 176.04 11.90 14.788 < 2e-16 ***
## YearsAtCompany 323.19 16.83 19.198 < 2e-16 ***
## NumCompaniesWorked 187.59 41.22 4.551 5.77e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared: 0.4006, Adjusted R-squared: 0.3985
## F-statistic: 195.7 on 5 and 1464 DF, p-value: < 2.2e-16
predict.lm(fit, data.frame(Education=4,WorkLifeBalance=3,Age=48,YearsAtCompany=15,NumCompaniesWorked=3) )
## 1
## 11056.92
#Prediction: For the characteristics stated above, model has predicted that monthly income for this employee should be 11056.92 based on its education, work life balance, age, years at company and total numbers of companies worked for.